{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example we will load an image and then buil a matrix that we will call `pixels` and will look like this:\n",
    "\n",
    "\\begin{bmatrix}\n",
    "r_1 & g_1 & b_1\\\\\n",
    "\\vdots & \\vdots & \\vdots\\\\\n",
    "r_n & g_n & b_n\n",
    "\\end{bmatrix}\n",
    "\n",
    "In this matrix each row represent the color of a given pixel in the image in the RGB space and the columns represent the intensity in a specific color.\n",
    "\n",
    "We will use this matrix to train our SOM and then we will quantize the original set of colors to obtain a smaller set of colors that will segment the image into uniform areas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      " quantization error: 0.17677845009409074\n",
      "quantization...\n",
      "building new image...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-14-e67273d42f27>:20: DeprecationWarning: 'shape' argument should be used instead of 'dims'\n",
      "  clustered[np.unravel_index(i, dims=(img.shape[0], img.shape[1]))] = q\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done.\n"
     ]
    },
    {
     "data": {
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IHVZQQxUJhj7CFQlObEURJPJ2qyBYAOL+LYcxBZ2uY2lhiVYLxgy4UimdUBYWMChV1qb0fK99CLQ3dO58pNFqB22CVtD1waHRY1ArgEeMYiwUJl6fD0p177UOGdKMKLvq6/N677HnWXDk/U59NsbUffeZL8DFjsuvLxB7Uhfk/hlSS8/x6J7Ih2T71sphjGKwcRHncdFL/0LjeDWQrjuZiW4kXCgs6VKlrvPtfyOrWHOJvl8yXE2yWYkUv9pk19/+WiDXG/EZSlizBC+A8b0Tqw9xWj0OYELfZDFkUu3q4AQoVGFiFAkhcZgeVeeghCi1etfTTN4pHC19z6XBfgleTIijVyeB5BVUOkGT4BuyqwkytmmMoSx8XBhYut0ubcA7BxRURugsK1KEBYSzgoue+VL2Dkl+XT2SfEZo55PunetirUFsgRqh6yq6FVgb7OilCK1WifExtl904Jyp/TCOWsf5G2MxQ/iwvy8h1K8ZZ0jxxo1U3+yrA8fn9whAo2OFeh+0KlEboF56FiNaO0gGHbqIUtrQjsM3PgvSnONKidcMcw7Nvqfn7ko1Ba9H3MiTco5kAsgl+oR+Qr4ai5oLkfxaINsL4UrMFcMiHs53Drhxnq+1u/TXENpklPoPBlW5ZgV/eB34y22uMKgKHujOBaSx5FSV/13omH7JctgEnvZLf8vLy6RwqLIs8ZWDyiEKBUV9TSkuv9LgELaSPqwUKc+AMYFUrbUY2yxCrLXYotcRMo9BP18/com8/28Y+okvPzZvc9h19rcdlSfn/fPRc96L4CV4LziCaSgsArJFi5qea748E8jwvp5vPNaCin6E1ccwG+/VJOLrLblfLVxKP2fOzg4d17VqT78crFkJXlGq6FCUtiDJ1hv3UKXqkzxrK6rYKPECvjNAJOpLQui3B9cFUUzcP7cdJ9VyTtwgqE/q/JKiqGL7FlcF730ETHZsgSf5d9dxyyKUBHt5D7lXwTbvgcVO6HshFo9QliEMqyuKYEjcWYhBu2263uOMoi0oSqiWWhSFjUlyQj8Lq5GQTZO8RXtJ09EJ28QGJz8ATEjW4hWrQfo2GKyAtQXGavQyV0xcAKTxrHwI7fLq62WlSIGooYgpcTDBrNF1HpVg9lCRWqVrjEVFMBrOV1UVaPRwLzPtSTLTaLpHpnZwQ3tDL9UEzVDlHcnhUvGE1EQh1FJEcK4LacFJeI6cgnrDsgOjCuJoqcOrDZod7aI2xMWLc9G5UbESE/pIk+lOU7RFDIFTVbxNv/UuRIOfQ1FrCka4MbFSqfFCGBYHPzWxrkfSvJDUOYwQz6cZuFGwEkm+P2xxpbhRJPeENUvwSdWZI6lbe53EeqUazZynEqw0x6eMbukzqFt7288/6+5IE4InRuqsZEHNnuzBzb5NnHKWnIdEoLl39CDCeWLmtEgA3hgc0K2vLxCg0aDq9gKqFd4poop2LU4FrZbxviBkd3NYa2u7fq/qvP/TRoI0iDTk3y9FWmvrRUa9iKJ3v6Su7pesnYRoxKDKj2ru6A+gKebeQZP2N2yvNMb+F0XqROijKup9+NMQKDfwvGTfg7rf1mNemw76MtYFM0xYbIYnLo1dMw7BfOTpqsdrME841xsWWZsHZHC8w+ManqFaQ5E9l/lnfEp6+jnCjY1cDX++OPlERBdKlHMhG3Y/0V+IuC+WGOZGRv/Cqp/gL3extRaxdgn+Iugn4GGof5dBj+RmAh885nxe5nWMvSRv9mhnloawV+LhfCmTcj25Y0IMuk/XbsLiIvrep8x1wf8wqJNRU2fUQzzGCK1WK9rM+x3O+m3kWhP8hbobiDuNVXKC7HVUzMcyV12rZGRJdrwkMicmoIkni98DeZtm8aMpSVCwwKTFwbB+kG0bdi3Nwq93QSkS/ApyCT5ENTQOemkck6tI+D5orklE37OYpHecwkKgeQYu9FyOSP71gZWQ/IWwUjK+2vvdaOj3a+j/7fWENUvwggxI8GnyvZAE39hnm98uTLrJaerCEnxuS1apYsy7Rge5cB7nfEzupjFmewUS/BCuSfnmA3EmFTeIKsREK+lA8dF5T0BMojyD8wbFUIiGkDVjKIoQTmfMYD7zcGmNVCmk3PBCHT2QkV9znEWzZMA5wQ9zbiP7zZio5o+kWUWnOCMmeOCrEjK3pTsVvjv1SHR6DH1SVBpnzHpsZAih90nw3vn6/6CNMJiots/HqCzLARV9Q/A+LO6IuQF8GHNleBIaVVcvmtJneIR6/QZSopw8FsPTPBO59mWE64Orba+9XNXxCJeGnMivBqlfSONyPbF2newugvNJYSt1bBqu9ry4Y1w/8fc7yPU7zV0O+k0DaVvuxJcTb/+xqop34F3jGJdC+YY5BDbJZDT7XNk4DtvvYvemX5rvWQxIiGpYCepr9b6HkC/koHe+NlK/cge5vI3chyP9fiHnvvy4HidEm/IG0PfZ/KXFXfDC6PuT3j8x2vw/whXhRpFY1wJxjHBxrAVtwJqV4JUhiULEIXGiTJKaVpJN9BoE8ui85DV4kXspB0g3n5S9KOodRtO2RnXfxFunsCmPN0klHNSxTjs14aZCIp5B6d0nr/ZalW9Qn5F5uvYoiStNxTLytYKC2PiDFzSq7Y3YLOo+xIarOoyUFMYionjXrcVG5xxFUUTSsbVkmE6n0rt4sdZm4xdJznYzVb6gXvBS0SrLHiJXdTX5FkU41uJDERwXxssTswP6YJNO2pCUNdB7H5zLitgPaSr02ZQFLxvJDiHKoJRkFlBECsTEeyMCdKLErlRVF1WlIqb/NUKriCp2sRRlyCxgkECsvttoAnwYA0fjjGmLAmMbwq8XIbaI35MNvXHq7HlGKfucOwnaEgkamRRiqP3vyQ2O6xWKdCnnu94km9vjz5eS9UZZsKwGriRk7mqlAL7ezwisZYJXoduXgtNYg/ch8j0RsDqfTYzgSbnoPXVhDu8HJs+iTrwSHbOyRDeDfek91jmPd/F8PsXFE0kpqlIzcuxX9+afbkhinuHTdWaHJRU9keCUFj/JnN3qMDYHiGG5U4GEYjVlGRPzGIOYAolFX3Jp2g+1+faWtRURipIYSx4IHjVgm4pqxhharTbed+rjkqnDGovGKALvwUpKXNN4uqcFiKo2eeCltwaziDQq/XycCWaBSokFiEIa4t5Y+LSoC+l2IToORi1GYU29QLESsgQWsdKgc43pptPp1JoVExegw5xE+/t4vmesf9/83uf/h3G8YRVxQ7FWPZXXwoQNg5LhMI/3b2RyvxScz5nwSvLYryWsYYJXqm5vVRTjCdJWVGsCGHo9ifMJsEkEMuhgp9EzOqhCV6ZK73VIi58+EXLmZKcG7PDJvHciH0jTE34bol0OEmuy+ium/t5I/qnOu2R/460xnOvGGuyWquogElLJBu1ESSDnTn2uftt504fBHO1BkdKcsR4DetXfdQRC3rYUMbd7WJxoVoK3KAqCB38vIRtjoh260cCE35voiJ77BLW9XpRUiyeMvUrM0Z/0JeF6fOZHYExYZKjzGAulCaGJNl5zsLE36vSQO6lJ05sWRcPMNRd+Ni6OtN8o0U3AMC/zq932Wsc3uuR+KbiUxdCFwgaHEf9aeV7WMMFD1SfBi3pEmvAzgML2HudqUm+k5pww60m12w2lVw3YYtBZb7A/DVmHsqGNxO6zfZJKXcUPIbqVSfDIYF8ScSaVbLqm5NQGUGeuVwXvQp59sXgVOlVVmzU6XR896T0uqplbhevxcJf8e01Ywx3lQhhblODF0Kl8aCsMBN7B2Hirbq8mYRP6hgHvfE3k1oJYizFFTeq5bd1Ir6mlKAqkoJbyU4Ifr1EzgYRog5g6tyZdCVn46nsX+yVWMXHBUBSWVqtFGZ3qSgEIRYC60QzT7XaDwx1KaYv6+Qz9aK459WulEnyPB38yd4gZOOYbERerw341SH6tTNL9uNhCZiVhcN8I6M9pf7XauhrtXSusWYI3AtY0RKbSOLj5jBQrtT1k7iSV8MzISPuKzYjQ9WC9YsUypgZrWzhXRe9oU3tbd7XJH+812ot9bl/3aE+SmOgk5QPtqWrMwidZ3vlEKlCoDaFftWQJ6hoVdW4Tzx3u0JRExtSTvromykDUIGroKng1CBYjwX/BuS5VN2oCEl+0WxSlQaIauuzxeo/OZKbJs54cxIy0oH+RFSVhipjwpRCstOowtCTlLnvoaliIqBFEx0ObplkE2DJ5uwcTjTEFXhylKchJ3moyCXiMiZoA1wk1BLoVhQhiBZfdKxHBFI0UHKw2gtcqLIBQbOFot6DE9SSX8d7TkmhLdw61Nkj+kiRqwUpRF0PKvd6HS+ppvDPPeAlag9pnQBVrW0MXA69nKf5yq7XB2nB0ul4YEX2DYYl/rrS9G4Hk1yzBQ0hQ4xPxCZiY2S5XA4uGhCaJWnOlfr/Hez/qBUMKv8t+G1SdpsQ0DcleTIIa9ns45wUPq/dbSds9/VDtOS6XSvN9+/slEnPXmziKYrBRdd1jh9cQE98sNEBNr7o8SdQQVd3xr/IOk/lDiAhI0dOH1K1cLe9cB+eC2aMoQsW84dcxOF61RkKlSXrTN2ZWGrJPKK3BxsI+hY3+DNg6jC7fP/k79PoEhP6kRdmw8c7HNm0bdn/zY75RcbklWUcIGKntG1zNcbgRSH7NEnyQJFOyk6hOlUFyVe39qwvBSPY5ZPIPdciD1FNVFc45WtE7u2fyTRoEjTnJXbPAqCfhuqJdE08/TAVbJ8qpbQaxxGr4Wp9LGKxq10j9vdJbTuBGmpKzxEptnagNMMYgXkMWuCw+PKULyM0Iqspyt6qJtjD1TtRdzbQLqf1EgEXLUFVVqBYX2+iIifZz6nMb15sYJ2lp8jKyZdkmqf+rrqeqKozYnusGEFeFkYuJd1RDSlgA07JYkrd774LHSGPfT/fd+S4ta0A8hTGU1tIu2j0V7PL9k2TvnIux6zGMMWpx0nnT/U91FXql7sEiQPUv+SJr6Dvw+lfVX27d7cuR5G+UxcRIS3H9cT6SXyuL0rVL8EDLmprcPWCl8XxuhFaJpVwj8fo+clelGiL9iJiG9nVwkhyUen1MrEJMcNLIjFIvAppP9XZgAg7FyoKKPrQJKZlNfdGxwR5yJ3qcn0cCT/+76PAlBH8FFEpJC4s0QPVaoXF8Y5DgNVW7i4NvyO3Cwdkx1OAblOCV4ImuydadxltMvQCqHdQkmGNC7vqyXhCkvnWrJVplo463RUnX9WomRISy1dgJapONWQ7XqSDRy970FYhJ9vykVgeovKVVlMHBDg35/y9SRKi3AE4In1TTOF7mWfJSety8rz3PSbZ4qG3vsX3nmwVD/zHfCLhQKdUrRbLdr9WkJefD1chpP8LlYy2T/Jol+CTRJCIN89ygdAO96sucy8MkefEz5ZPzMAk+kXH6NH2NihmUrkM+chloaxA+XW52DUV9XfW1DZHq8utsrrd3v1qizyW/zK8hSfBGTL0QMMagtiHnwPEhm5oQrj8dl/ejJp3YVhHHpVJPYRJ5N+NrCRnfMNJTnCYnwLHxKWZnZ1EfpPmq8rV/QH6dhXQz6TqOgQmOfUZBq+hL4RpiTASf+p76VVJircEg4KsYpd471j3X20fIdXQBzQKk5/f+e5u10dM3M6jJaRZI33jk3o+VTKBXi/BWc2Fxpbhc7cYIawertRhYuwQvirE+FE6JkmfKQ45qndzDmnadytOrr8khSWWqih0y/xnVWqIMJO5qEs+lpk4nqH6FYK+1BZRRokwTa9EKcd/eg6uSs1/v5J++I2CLkNrUOYfD9Puo0WEQJqpnk69BTtj1kPksjSmRWIzg6nS8MfZdUtEcg5igDncFFIWlLCzt0tKtbcomMnxI/IJqSNlqo5NdXrgmOicKDmuF8VaW7AbBlgUd7+gS1NXt1hbm5k8zNdVmaXmG6Q17mT0HWzfAv/7/foJWMcX+p77CYnWQdmm469YPMcW38aZ3vZFtO2/j5MxxJlrChrHNjI0XnDi9gEGZW3iWbTvWc/pExVirzcaJzXTmPAsLS5jJxZ5xU23Vz0r9vJgmJa9zhk5V1RK4z8g8teOca7ZbG+6V91gBcY32oSl01CHqTQgVDxXJMtHVi7TaITBsj/qVAel+mFbnG2n2znkAACAASURBVBmXS+orPW6tSfgX0jzA2nOye/nYMQB+77d+tt72gQ9/DIBbd+68Ln1aLayUuFfr+Vm7BI+gKTNbUqNqUKOmJDYQ8pLXkneW/a5RuxITsfQiZDFLanIhlEQdzEWfHMZyDCvTmaT7/m3QTNgpYUs+IQ9znrKZDT6X4PN4cL9KE3oat6ZfUv9Za2L8PHXd9yT556p176vajl4TvLWoEQpT0G6VGGOYaM+C20S1VLJ+3TQHTv0bHviTP+LAK38A9jTLC+N0OuM8s/8Y7VZB1f0cC/P/ns9+YQ4pb+IDH/5uxsYmOXO8zZ989ddRtfyTn/5lbtlwD1QlW9bP4PwS2DOMbzJoMYfYDT33IDnH5QRPLOebTBaJhLNRIjp3hIWfMZjM+S+ljlWR+Jw197Iek/p+Djrd1QuIFd7ifm3AWsfrLTEPjKToleDlY8d6SB3g5LHwrvVvT4Sf//ZX/+o/XeUeXj4u5HB3PZ+NNUvwClS+lwx98mDPKonRZ4NPGeTCIiAdPziheGJpUpPUzhbBDezXbwvv/+yXns6nNs09w/OiOXk7w85Z/97328Bq4ioiEHcijFRNLs/FHm3wfQSfnOxEUr35TDcRVf5lUVAWZShbqxbxC+zcNM0Lp77Gf/lPn+XIsefQ1kk2bdzMwllYmFPe8x03s37K8NhDTzN7fAtHX5jFtZ6hmDpFe6Lgka8c4/Zbt7N332382I//ef7h3/kMt+66l0ImWD+1gRaW46fmmBi/iS4negh+mL0bhplDzj/ete/BkHvbfy9zgocwjrlGIGGYueX8Zp4bC85feUjfxeLgE0Y26bWBT33qJ4Zun97ZzBEnjzkO7H8u/hdI/cE/fJr733dP3cZaJvmL4XrY5NcswaPQdb3kWflBAk61v2uJzDTJROqc4NqvBA8hXCG7mWALBREKBtWeeSa3XkeqZtJutAj0HNvrG9BM9Ll067L963OmY2jm8xRPvZqq2ETKZVkikZxDPvioBREfU+BKLcEXkeB7i6kUFEVRaz9Ula4xGA0Z6goEnEdL+NznP8HXn/wi84sv8+qr5xibhJtvneDkQWFpUXnDW8d44munOHp4jr23vpUTMwfZtWUXM8sncHOLHH1ljntv3sfRY6/x+898hXd/yxv46Ee/g5079nD67FOMjbV4y5u/lQ998G/w7re9j3OdopbUk2f7AIl6g/MumIE0LP68drORChL84CKvv0BNcqKUmviNMVgsKlI79vXb3ntCCel9PoY5ldxoEvzl4HInxquV9GalGEnyDXKJ/eQx10PmOXISv+O+fTXJnzzmuP9999TEf//77uEffuJvMr3T1pL/9E67Zkh/JWFzeanaa/GMrArBi8hLwCwhLL1S1XeIyGbgPwJ7gJeA71fVmfO14VXpdKqeyS9p2vuJ02cTYErXmkvwRgcnP68aw9U8ogYrqSZ5L5IKtz+v+PlCmvpt7vnkmwglV2n7LH66bs/F9jKG9yvV114m0rlzgg/XEjUkXlAcZVlirVCU0YzgdYDgrS2yIjah7QoNYWMiVJ0uVVXxkR/fw77b2/ilFvu/sJ6b97bYvXEHX/rsfjaOvZHJKcMfPtbh5SMvsWVri88/9ijWreMd719i24abOPHacY6/DIvdTWy5b54d09vozm1mae4VfLfgyNNbMOUyRw49wPPPdXnlL7zKd3/oI1kFvV4HwXSvq06TGCndP1+ZZASP2pPG4c17F7VI6XmIhYf8cG1Mv4oemlr0+XnXGq7Gez0MF5K4b1SiXAse1AnXIw4+ETH0EviDf/g0d9y3r94vkfmDf/g0APe/7x6md96TSfP7mN5pmd55T73/9M576uMO7Af4CT7w4Y+97uz3VwOrKcF/h6qezP7/KeDzqvozIvJT8f+/fb6DFViSFmpAFIxXvO9E0mliioN9tLFt40L8dmnK4MTmHR11A+pwcckZzYI3VB2h3SqCmr/OXd/EL6soFWHiL6Xs6WutnkVxJtj3tTMowSsueKLXKt/ehUHt2FUMMRU4GzzZJeScN9prpw/agGSbb7zdcVntdWOC9O2l9qSvYjhdUbQxZUHRsrTaUER/hsppqNNuQpGaogg5BFL2vMp41ARnPikstixZ7pa0yxZIBwrL3PIiRbdDq5xkU2uSn//0/8ZXvvpFvumtb+L4C0/z4jNnoBA271nHV77+JKfOwByPsM1t5pu+eQev/sdpOqc2cdOOU0zvdCycGePAc6c4s7TI29+5kxMnnmZ+fpLTy6c5ujTH9M5l3v7uMexEh8kNG5id9zzxyJfw1Tm+/7t/hNnlZdrjcHbmNEU72uRFcDZK80YwhUU0xLZ772uNRrxZIalSMg2JIcbb4bzHBz9EPIIhLRBDWlxV6Loyu//R3u+FGEdZ/7mmykHji+LDcxkWBkmjNPi8rCKu6L2G3kJB0EuGq0GKV1uKv9ZagSvFtST3JLUnck+SNjQkfmD/c9xxXyDuQNABd9y3r0dNn6T3vI20OEgLhqbdn10TkvxKk99cq8XftVTRfy/w3vj93wJ/xAUmAu+VpaWlkPxECZ7wJpOMNWWfawqUBEe7GGtMcJwTK7gq6Zmb9m2S1+NkLSLMLiz1qJa991gxYdKutJ5ITWEGFgzNH3V7/fZ1WzSq+VqNPyQ/ubWDPgMaQ9g0RRJkc2Q6T27zrs/jU1+b7a1Wq06Nm/sfJq1CURRYjUReaLCV99mQk5khVVvLt01scBTaoXAGv+zYSImbmObM7Mv88F95D/PzRzh58gyeDbx6YBPeLLLz3mXconDzjk1sm5xmw+Q25mZnODM3wdu+Yyvjk55udwMnjqzj6UNP8I4338v8/AnOHl/Cnxtn253TuEo4dmielm/x5d9/ikMH5mhNzqGFZ+8tdzDz2mt89G99H7/0z36Hk2dPsnXTHmaXzgXtSCx1q6qobdTq6Z4453oWbPl9H5YtsNkn2ebTd8J97NvvSnEdJf5Leq8TrrV0ezWTwtxI5H4t8alP/USPOj0RcyLjtC1XsedE3X9sroZPv+f7JaSFwY1uo18NrBbBK/D7Ekq1/ZKqfhLYrqrH4u+vAtv7DxKRjwIfBdg0vTWoTdXHRHFCDGHuUX2L9KrEQzvBu96kkDDTW7I1qEhN7agmUWK3IoSyoYHcu91uJD1oW0tZFNisrGjsc6Z6jSZSAUrbYzpQ9bSqot4nCWr9Mfjh++CA9stoOdkmgnVoTxY4VcWk5DG2keCLougheFWlsEUPUY+V4aXqVj6YPbTJ4kbKty+mTmpjrQ1FX0RAJ9COYbJl8NJFimUeOfZFDh1+mG03zSDL62jbRR75feWd7x9n9z1tTs0u8upjc1gzhlSWP/7Sn7Bz53bOLL/MC095Jic20p5YQMxrvPP+m3nwj5/ibW/aw8EXXmLPjjfx+KOP02qVsLyZIy8dZ+v2cWZeNWzeOcnEJuXllw6xa8cuPv97v8tnf/szlK0xPvRd30PLhlegi8dEHw8vmeSe2c8HisVkpNpP8DX5V01FQ9/nNNq7sLt8gu43E60iLuu9jn2s3+3N09PXoq/nRf/i4koI+0ILh9VW0w875/UKiUuhb4GM9/Wo5WFQku+X1hPuf9899e9J0k+S//mQ7/eBDx9j04ap6zYOay117WoR/HtU9YiIbAP+QESeyX9UVY2TBH3bPwl8EmD3nXf2/J5PYr1zWb/N2+RaTpKjXH8xjgHHKkCKoLIWH9XTMSzPqqEA2lLEtjq9BBv7ZmLwXr+9vHbq0sbDup7YTUPSCcO8jGsPAQlUUKc9zb3VhR6C995TRAJLBJ8KvaQkNSlJjzW9UnpQJ0ssutLcg4Q6JA5bE3zq0zpTsIxybuEUf/rg53HlaX7tN3+B48dfYl3hOfz8HFPr1lFoweLycQ48f5Yjhz1v3PEOntr/HOMT63jX/e8JC7zyFaY3tjl9apFWW3jjm25nbv4sN+2YZsOGTYi8BKVj583bmJ07x9jkGLfveyNjY57CLrJ+S5vT80fAl8wuzrFnx3b+xf/995iZO8dnPvMZ/vUv/SKqMVeCiYmBbHO9+XOTnqVGcu91thxGsqmaXLLJJyK/2oR8jST4y3qv42/Nu33H7ddkNTIMwwh3NVXuV5Pk15rmIJHZr3/647Vk3m9jBy4otcO+HpU8MKC+z8l+mOo/HX/Hffv49Kf+MbC2nO+uJ1aF4FX1SPx8TUR+A3gncFxEdqrqMRHZCbx24VaasCODJCtkaL93t57taaJ1MSmJSCx+kibgKEL3x5GrKlXHIeIyJ7gCscG5Sn0o0+ppJvREckltngheBKqUFIVYKVyVMvwaOx1WIGleLrKEMf02SohV86KK3mQq+iY0TcCanopnzjmMDBK8NbbOHiex3q5RGvInEZDSapfYooUxFlXf08/gd1DWC4yUi/3U4lG2Tq3jn/yrn+Cxp7/I+PbTnD65xLnjXebnbmLpyGbmluG7PiJ84YFDzJ9dx4b2BA/sf5KuV9Qc5+FHnmfHju20yzHaEyfYsmOG9/53b+ahB04ye+o0rfHN7N//BPe+5U4OHHiJW+7YTscscO7kcTqnTrBxU5s5nePk8S7bdk2x46ZbOPXaDPum38wffPn3uWnPeg4+/UQdky1eQkpeacIx83sxNNuh9v0vvSlkc2m9p3xx3+LyRpHgr857/Y2HlRDz+RYBl0Lq18PWDvQ4xAG1mj2XvHNbe/49IfeWT/ukNgLx7xs4BwRSz1X/uXZghFUgeBGZBIyqzsbv7wc+Afwm8CPAz8TPz66grSAlqjLnu4yXsVRmsmOi4CsStXoRXHSyC/Z5grPScsoNl8hrUA0ethmssRjiOapuSFQigkpBVywF4I1QFlF16yqMCcNoBUz0E2gZwMQiKWpw6nFFU+q2Ua2njHqZdJzF7SdisTTbvPdNFTdLqJ9uPBMCrbFA+B0HUODV4RRs0ULF0HWKKcpgJsDFPhvato0UDqxhvGwzNhFStZamxKbUuWaMwlgKhBYh7K3jKlQtXgyLtmBJSja2N/CDP/Y2jr26n6WzXeY+L0xua/Hso/DWtxnau08w0drEqeWz6IKl7RfZe+8+Dh8+wl13voGvfvUh7rhtO9MbbgVRTp3tcuL4DE8+eQYz0WH7xAbUW1rlXg49fYKdW2+hO9th8/humDjHtu2bOHfuDDNHzrJucisnnu4wfscp3NIpvvTcl/im999L1RW2b7yHKSaYnZvl3OIcW7buZN4v4E2FIRabKQXXrXAa8+XH8sTee5ytgqbHgNMsqiK4O4axT572EusqoHgtQpSHKp6YzCkn/pR0qTbMZEWMkoCc+WhqVghotXA13+vXE1YjFe75sFYy0uW29mHol+D7Cbh/nwP7n6sJOd+ek3VS/eeagHRsIv+0KFjruJZpj1dDgt8O/EYkrAL496r6uyLyEPAZEflR4BDw/RdsRWCsVbC4vIziaRUmEG8msUP0ZK69jAedoM6HfpV9v4ozLBCEQK0CGNQLlQBYKg3hd6HG+mC8e3DICwRfa9+zsLdegu9V8arpzXQXnAYbSc2I4KP9vmwVQY0uymRZ0mqPhf1dqGjmcUE1bFLxl25IOhNNC6YMWoiyEExRMFZYWq0WE4VBxAaC16T2D6RvEYp4KdYGcifWwCtUKOmy/8nHmBgbY9uGO7llcpoNt88yRoeXXn6Kb/3Qdm7Zs4Pf/e2jdCq46942Dz/4BLfsmeKBB77Aju13gj1HVZ7hyAuGW27fycRUyelTh1m3sc3ZM2Mszi9y223buPmWdZw6fZyl0/OU5RJnz56luzjH1NQ6Jicn2bxlksVFGG9tZ+6cYefN65mZn2X9+vWc9a8xszjD1LopxtZN0kHRJYdthygDY0yIECgMUl0egfbb5M8nwQuXL4kHjc2q14O/Ou/1CJeEtULqOfpJOpFuktz790lEPSxE7o779vWo4IdJ5jmJJwk+7ZPvDxeOt19trDX7O6wCwavqQeDNQ7afAr5zpe2IKm1joAwOYa1Wi263STaSVJ5F2aZyivPQ9T6Tc7PJ8zz2ycY5riklmv4PxVICyakqlQcXw+0KKfACRj1lYfDWD7QV9beIaEgK46UubNLsF/La93vjVzSVzZL6vczs9KqKN0JhLOsmxmjHpDPjLaEs2mAsncoFe7KEWuxOBa9CpyN0sTFsywYVvLVMlCCF0BLLRKvFejMOQEkRHBU1SLQ1XIhMKIoQCGYQ2h6sGqrlgh/5oR/hdz73BRa7ysy5xzh3co7J3coH372dL/3OcZ59uMvkxB289Ts9Lz57mrvvfDsvHvkCu2/dihjLHW/aw4GDz3BueYmtu97BS4fmue2We5mf9VR2mZtv2ciGjVv46kMPsH7DOKcPQ1l6Op2SsruexZOe6elpJteVnDh5hFOvTYPbyYlnXqZiidtvn+S1+ef5nh/8Tt5w9xvpLBp+5u/9PFvWreeUm8dLWDQ6MVRGQRRvwBvFI3gEcRp9I1JBYsUJOAk5G5woFZJcEvHx+7CnMZF77rQ5bM+0EMjhfShRu5q4Wu91Qm6bXgsx46tRerWfnC9EAGuRyM+Hv/tzv1zbuoEe23pO7In4cwIHBhLV5Alt8n3yBUGjuu8l9ByNRiH8lsfir7Y9/nLJfbUTI63ZTHZGBPGO8bIAI6h61DYk51wg+bzWV3KyS9+HSUwJvZ74DTmnNowxlKUFH1SyzjsqH9znxDpsGZTmSoVI2WOXD42Z6PAX2ktJT3LJ3BhDYTPS1qChoDB1/1J7ZUGjCUCgCPncx1uWDeNtSlugLNFul2CEyhexKI2n6wpUTFgEdS3qQ6KasiwYG2thrQ0FaYxQYmjZglTRDorMySEzEyR1s+tGTYFSYCik4KS+wIPP/Fs2797GqeOzvOEdhhPHN1JOdHjx8Gm2bd7JsUOneOe7dvPgFw+yXHWZuuULTN+6ga27buLlQ8+zMNtFuiWVzNPxC9x19x08/fgLvPzCGbbfto1Th06w0D3Jn/3e9zJz9iiHJ2aYmZlh99YdHHtljptuuZWjr76A+inG2utRe4qpDRPsum83j/3Jszy1/yAbWuNI6xzPPTeDdxsxLccSXawUgdzxYMNiSqqUW16zHPPJaTLoy0WIv8dwRlHEFnGh5xEJiyLTFyanqiFwPnsu032u1f7JnyT6O+TPrfchT8GNAmvtUMe2a5kF7nznupDDXSLhPHHM+Sb2YYTdHyN9I5F6jhTn3i8t52Seq+OhIfwH//DpOmlNQq4BaKTyfZm6vVfC718wJKQFRr4IuFa2+PxeXg7ZX2hheSXvw5oleDGGVlFAjB3vuipWS+tVh3vXmyY2x4Uk+P40pb2SU9O+aJCNagIGVD0iKZK+SWeb1zHvIXgEkSarW8/CQpLWgOBKqBqS79CvYeiV3MQkp7jGk141eslbG3OgGJxWlHicWIxRvDfYwmALodUytFuGorAsu3BNRrPzDtS5SycnLqQUrcLYS3IAFJidE149Bs8/8xq7d93LM0+/xOYtU7hqjPm5Jdav89yxr8XDDz/KZHkft95Zsfc9i7zy7EZeePFFtk2vw3vH8mLF9q138vBDT/KWt9zJy4dP8Za33c3mm3bw/PPP8+rxV3jk0Xkwi4yNT7JzaoKF+Rk2bJng0cf/FPXKxPgiIo4t29axbj1Ukwvc8/a7OXX0NFPFOFVxFKGL0OE//Mdf40d+6KMYKRB8yLMPiANq2bv/LwxIutd1Dd7sr46AqJ+FQfNQ40LK4G/Zw50/O/V9Mk1RmxsF5yP3tYp8Aj/f95VkjEskf6OSO9BDxsNU4v3q+DyjXU7Kab/733dPn5f8cHV8+uyX5vNz5PH3OV4+duyaZbpbabKbleJK3o01S/AGz8b1QoWj60AqQ3ehi3eesiwhpkLtLi4g3iLqsdpmLOai9wrLXqgqpdWWOq99Q16N+r3bdcE73MeyoCY8LIvLHms9RjzjLSgkLDbUCK2Y7KYwRW1HN+IoxAcJzZZhgYHicBhRhDaKgyjNBQm9IfO6GE2WHMVIqGluxccqbMGJy9lQ59xQIaaisBZbTobB03RjPWIsai1GFU/w1sfYOpxOxeAUJloTlFiI+fnL2ILi6eoyhSlYWj6Dr8aYmJwKkQFeOLpwgkdf/K888NU/5o13vZvHv/YYryx9lg++71u4b98RxtYvYSY34lzF5EbH1jsNyydbnDg6wzvfvIedu5ZYN7GFhx8oObvwIrvvnmLTljE6Jy3bpreyuPAMe27dxtmzM7zhnTtY8IeZef4c66danDnlKN0Y1dIEpxdPc+b0EuI3sn6qxd7b3szc4qvs3nsfW+9a4I+/9CBL87cx9ycHectb38FTx48zfttObLEFLyWHjx5i581TeM4gsp5Jxjn02mtMbdnCZKvNks7ju13Gx6Zw3YrFxWXEOLxzoeyuKt65umIgRMk8LSDjXzD3uCYzXSw2Y0wJuOBs5x3gcbU3f5O1sDR9piCg0hJZZRX91Ua/BJyryK+FJH8pBWlWSsZXe7+1gNmFOX790x/nAx/+WO01n6eOzZETff/vSQ2fI18k5Db0fvQntUkk32vvb7b1S/cH9j93zRaQa80Ov2YJ3hqLrxxqw9Q1M3uOrk6C8bRwFNrFYJgqWjirdAvDUqfLYjcURBFjES+0yxZL3UUm2gUGpes8lfN4V9bJWwSLq8CIBxUqp4j3mJh2trSWoixAQ91vF7UGxhhsuwyhdFCraPtNp2kitnFSD/2LDmr0TtaqSteF2vRBcxBSyVpbxHjzUMPdSzBjtFolag3L6mgNuZ3GFLVkbeqY93JA66AYqq4yXk7guw410Fl2tMcWKXxYnBi7ld/8w89yy90b+X8/93GefvErbJjYSVlYXjr4Gk88/DSvHH6cLTdNsXPra7jxQ5xcgtv23MmpFw+x6AuWToxz7NCrzJzuMr1hnD/4zEE2r+/w0JcP821/bjeFL9g+to/f+fIf02I9W+7Yw/jYFAsLSxw/MsP09G5wr7F+/Th3vW2azdtaHHjxIFNMsPWOzSzNF6AdvO+wZ+M6zi1+npmH9mLOClNbDrD7jfcxe3qR7etu5uj+Gca3eu68azcyPs9/+cLP8ov/+afYPr6Hv/A9f5vv+tbvwwEnFs4yPjFOd7nD3NwcVVVReWgXZTDnqOKlCtEQruotSjQkHDN3qmzuQ3DoVE2yvGCyvAnpOSqGaJwKU6DuxiF4a0zPRJiT7bUm+ovhRiLjK0XSLPRXfjt5zPF7v/WzA8lrhiG3recJawZTyw560ucSf1og5OSfY5ikntvx89j6A/tDrH7CR37w46t2Xy9murnWWLMED4q4mKhFDG1bMDs7BwW0xsbZODnJRLvF8vwsTsFVnrZ1zLsQq97tdqiqQPbtwrBxskVpDAvLyyx2PHMLTTWxJDlL9C7XKG55lKpyiJRUHsS76AQnqPNYVapK0GiDx/gopjUOdflEbKKa3URfgpBMxkc1exPCV5qQE99JSnHam/lMCORuTMiB7qN6f9gcrzY6dkmM5zfBXND4B1hAKCnxUtGpOkyU43jnaI8JMMbyMpSFQdvH+aNHf4Wnf+Nh9t7f5u63beArv3eYHdO7WDpXMb1rJ+dmX6bbbfPl//YCu/e2uO++u3nk68+wpdzGzMklXnxqmTMzjqKEE0c90t3Ezdvv5MSthzl8cI6bd+3itx98gLOnlzg7M8f3fPu38vVHvs7yUpdWOclLB4/yoY/sZX7pDBUb2bhlK7x6gtJNgBi27pxg27ZtLC4u8uTXjlK4t3PL7Sd58QXHkWd34fYcZ9xOs7S0hDGCXZzi3DHHxmIbh546QjlRMrFzgeOnnuIrj6/nppvuZcuWFidmzjA2MU7llqnUU5YF2nUxpYEPEQoCKY8C9JqBep6DbFu6tyauBcQ05qZSbQ+5h2doiElJNHfQuGFwPlVmykSWfruYE97VXAj0O9vd6Or0S0FOgjDokZ7btId5quehc4mgU8KanOwT+u30/QuBHP3ny/txYD89Kv38HInw8/1nzs6u+j0d1v5KSf9q9k2uRYKMy8Hd99yl/+oXf57xVhuhoFqCM+UiyxpIdn0XxkzB+Nh6us7htYqJZQoq9cx2O5zpLLFUdZlotdi1oaBl4NzCEovO8vIZF3Ldq4bUraqo9Nq+AQoTkru0ygLjgxe/N5bCChZFUGz0hG+VwlgZ0tkWtrcMKMBYEYqMpIQytkjk26SbVdWgmlVDVTm63ZAytd1uY60EUipiMRQRisJQtGI+eFoD41iY4HQnKQ++MVhtkvSkxDiPPvo13vW2d6LOM2nHGVMBCroelu1pjp7dz9/7tW9j67pbOXzwHIunNuM7LQ6/PMfZmVfYunmMYnwamezwxIHXuGf7Hg4/f5K779nO4TMHeM83v4OTr8zgzm2jnKqY3Oh57KtP0bbbmTk9x9vf8VaOvHyCM6dnWF46xZ1vn2bHbRsYG7ccPfIS01s345c8+x8/yLLCXfvu4sjLp0DbnDg6y33ftJldu3bxxOPPcOq1DmfPLLCptYH77r6Vxx48zvi057a7N3Ly6GlaY5Mcf22Ot7z1Hp597gBzc+fYfds2Zs6dZdvWYAY4+eoi27fuYby1nSOHX+Xb3/vD/C8f+1tUxjI3P8+y97RdExNfVSEmXqrFOs1tVVV1OeO0X/g+qIY0tYrdhz/xiO8tKBQeJjdA+ogD5/kz93/Xw6r6jst/664N9t59l/7cr3xyYHuaAC82weVq/Twtab+6/0rRr9Z9PRP9sHrtua09YZiz2zBS7pfe+4vIDENeUS4Rct5+f+x9ntY298zvP2d/Dvz+Nn/wr/7kmq9E9+F3v/ey3u01K8GLCK2ixDjFqEe70B4LMeClbbPOCONSYPx6jO/gcGCEMb+IU6HdalMYYXbZgPEYXyG+i/EuJGppFXQ64JzH+1iWtq/eO4DYJqNenXbU+1BPHhCt6nSz3hR4m5Ld9DoDqipFSmAi4c+oetoB9gAAIABJREFUgG3yvyd43xTNSQgLgMwBLp5iwBu7D6nmuNGQN95oSLGa+pSOeehrf8q73vY2xu04Xe1gFgrmF7tMbRnnX/67f8Cse5IdO/byyJcPMlls4/QrMyyeq8DfyjvfspnCOio7wSMvPM5dt9/MTZs3MyEVB549wA/8wF/ka89+ni0T25k7u8wjjzxCawp2b/kWnnr6UaY2jbOoxzn16kk2btrA7Nwhbt13B4dnnubVx0tuvmkTrtvipYMvMTcLY8U088cNpw+eZWpyE3s23MqLLz7J4ZdfYt34Tm67+Y281DlGde4UTzz0MuPtKTqdOR577AXuf+sbOXHmNDtu2syzhx5n3/17efGlRWRdh5u37WBudhHj1rP3zluZn1/m6aeeoLvc4sSJExTG4CLZtlotzHIz3o1zZd99Z9CBc9h3G73yIWhXkFSDodfZMq0DeiI/wreBe3+jYa3ZsG+0qnHnw4UczPKMdAm56rtftd7vCNdP1rn6PSfj/jj3dJ7+1LN5jvpkb8+d83LizqvTpSQ3ucSe+gmNBiBX/6fjf++31kYlutXAmiV474MzkinGgBYyVtBSwfouVjyYMbwZo5AupUChBnXQxSJSMu4VU1SsKw0tnUSMx4un1e6gXWW9WUJbBQudkk4llFZwWZa59Nl1DvEep03ImtcKcWkfS6tSjAnFcKpIzOuUAVXtXHcp1FqP3tVWDBPYkCxHbKaCT975nlYr3iIREBN0Bmroegde8WrxGkO1TJNmN12Dsx7LBPNz54IDYTXJps0TrJ8Y4x/+4k+yWC2zbnKKZ4//Gv/T//Vpbt21l5kz8O3ffAfL/gyPv/h5OpWnWjT85i+9zOZ1U0y0LMaU7Lp9E8deOcHDX3sNY6A1Oc7E2BTzh19h/4tHef+H38IH/vw9/OIv/Cfe856befJPX2WyPc73/7XbkMlZdPkk937QsWmqxQN/8DiLjHPLrnH27d7A7GnDluIN3PJGy/4XnuTgoVf4lre/jaUzT+CLWQ4fXeSW2/by1FNPsf2WzUy7O6iqDqYynF18nlZ7nkOnFtm0cZpz868y91qHrVtu5eBLMxQTZ2lPLLJj+24++2sPM70Npu4ucE5o0+aVgzPY20rWbYFv+c47uH3zh/kfPvpR/vE//Rif+N9/gY7C4tICY2PrOTu7wPj6CpnzzJ2uaE1NUhRV8NfodugSJHffCT4jKb1tYRQxSmnSgg+Cl4ZrnDYJKZJDSETKgd8UvGm0PuBufH6/ZPQT/dX2XoZelf1KNQxrAYm4c+e4hA98+GMAPdv7PdyTtNsf6paT6fTOJpXssDzzuR09b6P/HM1CoVGx92oHmmMuFPaW/5ar/3OHv9yP4P733VPXkX+9VqJbsyr62/ft05/71L9gfdtSekGqmvZo2UkKP0araGHF0/XdoBL1XbzrYNRgKKikQ2UrCu/RFnSk4vRyh2WnnJ5d5tyyslQJroLChASjg+Fyydu9IU7J7KAQaqenrHKx0iylNGVngyq9oGU7IQIgwhhDq84R3xQxKYpyMPtZWfb0SxmsB29tu/aOTxoBlYJ2u2R+rmJsrM3C8lE+/8VfZWLDLE8f+B0Mk8wtOF5+6SA//pd+lX/w9/8p3/L+aZ579b8xNTXO1q1befDzh+ichXWboDvbxi2tY6wYZ/2mgjOnPNWS58ALr/D+D30zx88d5aWvz7J37x08+cxD7LvnZmYX5nn1lTa3796Bn9zP29/7Bh569An22PsZmxhnYXGWl489i3Q24YszbL9FeP7ZBQq7jh07tzA5McXCwgJHDx/nrtvuprXjSR764jjv+9BubHGWJx5y7LzdsmH9Jg4ceJHx8Um8U9Q4Nm6a5NXDzzN7aBtnXivZfc8GOv4EFct0KseeHTfhfcWxI7OcPbPIhk2w7023cWpGOfTKC7z57duZmTnHQtXh3jfcxv6Hz/K9f/aHOHn8HLfefi/t8e285zu+FeMU3y1Y9gvgHeor1FV0YplhrRyoD2WKTUPwbRsyHdaEbYIK3/uY4cFLrEIXNC5VzI2fR4QYC1VV8e67331DqOhv37dX/59f/f/Ze+8wydKrzPP3XRM+MiK9z6w0ZbJMl+mq9i3bUstCC8QAQkirAQE7sDswaJjhmUHMwD7M0CDcamCG1jJokZBYWEZC3raq1a2u7q7qslk+Kyu9C+8jrvn2j4ibefNmZBupTbVmz/PcJyK/uOa7kRHxfuec97znEy/5eV/qEL3Xnq8+/lYwp6ubG7wTSxa/8pHf5eN/+FtNc9nNVOTc5g15b6c8Bxug7a2Pd8wrV7udCp47hO728rebf7N5u4/zNqtpdg0nXO+2WyV0/0MXopeNuuq6Z0o9X20JNKnhk3rDo5XYwkYKG1uxsESd/Y10QtgKQlGQQmJgUTEtyoaBiU7FlBhmXerWaeOJurXmGLaGwb18JrshdGLZ9nqDdSlt7HUhlAa73imTdohVjR9zRZEoLnlas9F7vL4pjbGNxjSwuSGKs1lSosp6NMFh59u2QKg1VC1EIBhkNTfHN779Ge66d5xkchGzAsk12Dl8N//x33+MufmbdI5PE+vqp6OjjVw2h0+EUVSNkJ5HibVhh0JkkyVSqxVS6RyqDLJzbJB0ag1bzzKwv5WcdZ34CCzX5ukc0BlrU4h1XOGON8TJZSGbslioTaFpcQaG+rGsKnNTa7R0wOBoJ109GtWKgVTKzM8t49MClPNpFL/F4myW3q4xrl27BlqGXLGD8dAwhmHQ0tJCLBZjeXmZaDhIqZyhZ6CD1culhlxtEcO2qNaqCFVy8uYkfX1tCDtKrVRAbQ3w9NPPMr7jDoa7dnFz6hL9Q52ERBszNybZtXucf/ryn5JOZoi3j9LdfZh733A3pqFhGwLV1yhZsOvVC5as59JtVTbaEUt0VUVRJaoCemPcZiMNY9smlk1dXEcRWJZE2o2Ws+ud7hTXZ9Jumtf//+2lte1K624lz/7Tjzy8BVw7elU+/oe/1RCg2Zr/dteYu62ZYMxzMd83H7cxvplYN7HpHF6P3EuKc1szoHd3nXPPuf586z05kQp3GN99rk8/8vCmxcBr3au/ZQFeE4KoT0UV9fptqet18prU0YWgShFDk9iWhqFUsISNKaqUpIkiFTTTj2UbmNLGtC1UTaWqWOQqNQzLpGzaGFLFtCVCSqQ0sZ06dxfDeaPkaUPYZCOH3QBRUW+tipSs/86qG2QoGmFZo2qjWd4Qq7rJgwdAkevMekVxIgr2eg6+zp5vXEatH6sIBbBQRB1ghFo/PuTvoGbPIi2dZHaNP/3EP8cfXSOV9JNbClArWRzadxtPfPcEnT0RXv/WcYzAPJIlaoUV5qYMhnt2s1QuIQs7QUuye9cA505fRRpxzFqWWKSLzFoRLVCi5s9w37vbKBhpUsn6Ouy2o3HWlhRGB97CX378n9g9WuGNd02Qz4aYmkxy4qnT+EQbWmCBAwcPcvHcNSYO7KK1Q3Lhyll6ujvIJXP09IaoGMtYyX5K5TlSCYtoayfRlgpPH7/M+Pgo5WqVoFohl0hRmm9hx8QubkxfoFAoEPe3oNiwOJ2lUqmwY7yfzq5WfAGFaExlbjFHMNxFhyY5c/wM/X09RDo7SM9FmL42z4MPHeS7Tz7DxN4xqmaefDLHr/ziT6MRwtJr+P0qdYZHXU8AW6l3q7MtFHQ01UJRQddEnW2PRBEWCjZC9a9zQaRUQPgQpo1l2Zhmo7mNKcClmuiQ9izLwLZfOzF61btCfgksXyq86nK3L0bV7uWwRx75SFNwd0DNmy/3tnEFtvy9HaHOu1B48F2/zu/86s9z5wMTmzxjd4h/c3e47UP3Xo/cnQbwgvxzheybldd5ow7u6IG7cx3Uy+le63brAryq4FcVDGxUCbZVRdNCCLNeWqYKC9s0Sal5bLteN2/UIGMWUYWGbZrUCmDbYAWLtMoAmtCoGpA3baqGQMr6j6zQBLbQcZrI1RXmGmDuESqpP1/XJqs/SrUuUGKxrranKAqWYa+Hy6VVV5+zZP0DWe/DbtdbtNgW2O4FwUaDmfWfQpd0rSYEPuqLEUWoaGqdxR+JxKhU06CY6H4/4VAcxZ8jro6ztjzJtamv09liY/kGuXxxkYndh/nSZ05z5amrCFXiG4/yD393hnseGKaUyxEKxugNhlmcnWNhucQb3m5QruXIizx6Z4zpq2V27B+lnCsjzRqq1kJnXCG9kqdWjfDGu+7l1MlzzD4ZYHlpkWL3U4zGx5m9kOD8iYsMj/gZ3z1Gb7/gseM3uPeevVw4f4WVmSq9IZ1z35ri7jvvY3UtSXLBRKp+Zq8n0cstmEqaiduHaO9sY2ExAYUyZ747hy2LtMQKhII9lMo1vvnlk4wfbCccqlHMZigago6OELFYD7asMDO3zPBwL2tlwbG7DmPIPAvns/hDrWSKQfKGTtlM0t/TTmZmgJiVwU7EOdAzwYKS4dih2ymXawRDPiqVIopfRZo2mqJi2fVoCgpoqopPN1EUga7Z+LQACIlVq6IIiWHV0HWNWq2Gv/H/lNQ9f6ka2KaJKQx02ehcqKvrTYmE1KhUXjsA//3a82m5v5IA/2K065vN+6UGfSc0Dxvg5+TLHfPWsTcLjzvWTAq2GWA61/vaFz+2Tohz9nUIbc51nde87HZ3i1j3tdwAvkGo28wFeK6FgfsevNdqtr83zXArRGR+ULtlAV5KiYGNZdc1wIUNpm1hy7oKnSUtLFnPsxqGiW3rSCnqnc+oa78b2HVHyoKaYWMJG8uU2JaCl3tQ/1ts+ruZxO3Gvs8/fy9TvdmxUtpbruNNDTgem5dA5+zrvJbNpmnviGBLA9sSFPIVqmkTVT3DN771X6lWk6wuCM58b45oK+jiOkeP7mJpLodEMjuziM8PVhVmr4TwBbPs3dvL6RM3GdrRTiZtEI51oio+xnf0ophJJnaOU6icZWklgQ+FaGQXmdQimXSBf/z7rxPQIhQLOcKhANevrpBLVKmUJDvHxjHsNVZX0sTjbbzudftYXl4m4FPo7etgcWmGilFgbn6ZxZVldoyOsLCyTFdvK4mZMn0DAwR9YWanlyjkDTRd0NoaY3E5RSjUTqwlzFqxSHtbC8KyqRRL2FUf0XicSDQASA4cOIgvqJBIpOgf3MG5s5dobW9DEQGSqRUOHR6nb3AH6dwaPV1BbEtH1eHq9cu0xoo8c/oSf/2pz/BL//I3qdZq+PBjCxuhCWqVKtK2URUdBFiWhYmNooK0JbZtIC0b26yhINB8/gb3QoC0MA0Dv+LHVgR+oaKq9fJI25SNyggboTQ+sZarB8L/RNaMAPdasZeyvt7NhN/wmHdtIr+5gc1djtas5au7Natzru1y6u6x7Tq7eUVpnP22y+m7j/fOb7tFhvd1N9O/WSc79wLCfW/u8r5XUt725bJbFuAtaZOpVRGqgoqCX1HwqaCpNkKYlBose8Oob6Zpg1TQRbDeNc0wKJgmtlAQ5Xr5mq5IqqaKaW5UM7lD4w72bm7wsTEnt27985kbnJ0yu3UHXdZz9u58vgPeUBexcZ8D6qp3zj6KojTOtyGcoigK7R0tVKtVpBQEA0EsCzpb+/jE33yUU2f+htZoN4n5MLXVBD5/N4WVPEuZK5RyEGyxuOvoBKV8heqCn1hLlrbOCEurk0wc8XP7XT3UbEklH+TsmWtE/DnisSCPf+M43b09mOZ+Tpy9wNt+PExivsD46G4mz0wR7e6lIxrHtjPEO3dwfmEavxbg6cevs3N3N6GQj+uLiwwM9oJh0N/XTSpRwTJMhsZ20NG5i6xZxVIl4/sGKJWzRFp6qVXynD5zlYGeYarpHHoQuju7ERjoqp/lhQTtsVZmF5fp7OglHtaYWU7Qs2OAVCLJ6uoKVy8nOHzkNjShkEzN094Rw7b8mLLEHfcc5Nq1s8zOTzM0sI/vTk1y//13M75vDMQIAXWYz39zEhVIWFAwKoRDPox8Gdu08PsDDXU5GykVLNPANiTCkmCBbVeRloltGXXinWYTiwo0XUXXJX5dQzPr/2PfOotepSRNarUahmmiqHXCZrVSX7i+luyFAtx2wN1M/e7VsFe7lM5dv+4FXm94PLFkree43Z3emgFcs+fevu5bvX7n8eqW42CrZ+0uY/N2k/NGELwa9N6Su637NPfk3fs5+zhzdJfQ/eZHv7TdW/6aslt22S8lWLbAlkp9o9HVDZOKKJGrlkmXK2RrkjI6RVsnU4V8VZCvQcVWsEW9lakp/JQsScGWoCloutroFqevb47oS10OVt3kGTub85p3az5/uUXgxDLBtpyQvorSyKe6z69p2pZruz16x9yNbZxrlUoFAoEQ8XgcSZXWdpXF1Bc5/cwZrp+zSC2rlMszPPCj+wm3WYzs2Et2IUyHfpg94/fx+BOXWE6s8ez5y9x3z+2s3Wzj/PdC7D/Sx9JyjuNfvUh6eZWBzn5SyzWSy9DWuo8bC5eJDVznAx/ex42r0/T39nHq6SvcdedRLKPE9SvnWFlMcuqpy/T0RklnVunpbqFWUllbzlMuSMyqyvJMEaOgYdYMFE0hXy6ylLzC2995P929LRRSKcyiQTK5RiKRQtUV8tU0/lYbLexjbnUBW7dZSa+ykFhkemGZaLybmzeWSBVzHLjjICNju1hdy9I/MM57fuz9VEtBygWdSlmAUkAPJTh23y6S6ST/8lf/NUIqvOVNdzI2GubEd5/iXQ98gORCjeX5BfxAFbBsg3A4TK1qEwhFCYaiVA0byxaouoLmU/GFQmh6veTTEgpSqCiaH58/iNB9WLZNOl8gkyuRzVYxLR3FHwDdh6770XU/QX9ofaEHKtLWkbaOqta314pZ9vPL6uZLhdeUV/5iFxkvZfjXXQ9+5wMTm0Dbyb07XdacTm+Od+xmlXtlXt2d4ZxzuMHdybE7j95wuddTd8a9Hr5XpKZZa1jvWLN93AuVZikH9/hH/6RexfEzH/6NdZB3ygd/mOyW9eCh3mMcNkRdFAGqkPXwvG1imBYVtDq72JbYlsC0qw1AVJBWvZjMVhrheuqsexUF6QLPDU9ZuDz3rf25mwGte9xtXm/f3fFuU8hd2citr5e2ufZxX9sN+KqyIZDjjPt8OrZtUyqViMY0Tp1+jE9+6ne5OX+KI0dHCIdCdLXvZ25hGemHCxfO0NPZx+L0DRbzRWwF3vSO21lcyfDNrzzJ4oKBZancmMowfTNNTyBKMVnDkinKtTRDbT1MXnuat7xzkFJljccfnaSjdYjZqVWEDaeeOkc00sbw0Bg3p5YJqF1kkgXuPHqU7x4/w20HhwkG/VQqFawa9HfvxKwphEOttHe3kk6nOXRwhEcf/QqVUpW2SBdm2cYsW6wsZRkaibP30C50n2R2bo5sNUl7ZwsTt+9GEX5W5woEfdF6M5n5ebLGTbRsjV37OxkdGeJbj/0jOwa76OpTQG1HKlUMs0IyN8vKWpqvfvk4nW3dXLp8koWlC/z4e36T4b79/LMf+yD/x+/9FgJYWlqgv7efm2sJujo7KJTLYFgojcWflNVGW2C13jTJpjEmUVQVTShYZg2hNXgaQmCZEsMUlBQLIUEXCpqioipaXbrYVkCK+mIRBSHMl+ord0tYM2B/tQl0z2XO3F5Jb95pAuOt696as97Iw29uzlK3ZmFwx7yla252u5tV7wZbt7qc29x5bndovJlanmNeMp4bxL0hf4e5725L67Dl3eZc79OPPMzYvl187YsfY2ryKh/9k08w1Nu7Thb88IebviWvObt1AV7UGeaaXWeKq6qC7lPqZDZTwUIHRUE1qtRqElOCaTfqiE2wbQNNVVEQlM16s5R6dzZAB73RslNKG5D1Mjx7c7/2eh93+znz8QCKuvmY+vQ3VpP1DuAKKGY9aarI9UfFBdTrqmabau4biwFVRW0Q8/z6hqe/3oBGCDRFp2qatHd0c3PmLH/5V/+afOIaB3fuolxa5vppg323tbBwMkE0cIiuoRGuZZ9hx739+CIlBid28dWnj/PB97+H1p0FrlyZQg8a7J3oZF+xj5UzFZ44nubosYN0DYY49dQl3nDPBOe+e5NKGWqVMNVEgdAOiaIFWFs2yGs5MAtY0kfNStI+2EWBAu0jPi5MXibk6yCVzLNn/AA3r8wQDocw7TyyoKBoFqeefIpqXoIdIp8DVQ1gWkUeeM8BfJEaYX+N4oqkb8hPZ08fS4trLK1cZcfIIPnIAolyho7AEEG9k3y2SEmtsryQYmH+GwwN95JaMxkea+fchafpbN2NZUPZrPLAg2/h7DNT7OgdBruCEozx2c9+gvxKgUw+w7/7d79Lxagy1NtPxTJo9VfQjVWe+NY3+OTf/Dfe9NZDDPYe4D1v/UmyORvbF0QL51haWqUt2kmxkCMeDlHIFmiLd5DLp+r/d0Wgaxq5fBVEXSBJVwS6phANh7AUH/hUFIxGMxqJYYhGXv61YaqivGAP9lYGdsccrfwXAu4vlef+2U//h00d2tzEOnfHNXdO+qlvXmp4rpuFb9zKbl4BG69WvDvs7TX3AsDbAW7z/tvn2GGr9+2Ezp0UgwPy3nt1xpqR79zvR7NGNU4FAGx4916bXVri0488vF4r/1rIz9+yQjdje3bLP3jkv6CpAk3Uc9ABXUFtlIqlSgY1w0LXFGyhUbMluWKFfNmoE5oMG0XxbQ/OyuYGLvU/NsRm3KVI4Gkao2yIzEBdaMS7j2Obw/z2JjB3PDvHe3ef3wvwCIGuqQghCQV8+HwBgE0pBZ/mxx/xsbqWpqvNz5/9nx9mev5znH5MRxitBHx+7n77Esf/IYoh0/SOtDO8V6Gl1SadTRLrDGGaBiElQC1/kNNnn+Du1w0xc3OVfEZQSca47x1R1hIZnv6mRFYCrC3Ms3ffHgYH+7kweZahoQGG71wlORvh2pkKQX8Iw8gjtRJ33X2Mbx3/GoeOHCYYjtIS1njy0YtEQ+1cvzzNPXe+g/PnJ3nnO97NV7/+OYqlDNF2P4WcRbFQQ1F8KApMTLSSqt1kbH8v6XSa61eStPl7CIdaWF3JEAwGSaeTBMPQ3dNGpVKls1vS3uXn+BcSBANx2jsDLC7N0d95J6pe4/rUJOFQHEsWaelTCOoR4i0dPHX8ImODE5StLN1dnahakA986JdYSlZ573t/nM72CDdXU3zqk4/whc9/nngwSyY3hynzHD50mEjXCFgRHv5Pj7CYWaQ3voPVXIZyqYCiCDTFRjTU7lQh0RS1LolrGziiSqqo18qHg0FQG1oMlkRr/N8z5SKFQoH9vQdfE0I322nRu82bo78VyuC2s+cC9peLie3k3puVocHWkLXXmpWrucP1jnk94mYetHOsNy/v1Yb3Lhq2y6N75+LNpTcT13HP27u48S423PP17tsMvB1gd5/LfZ+vRK389yt0c8vm4OudyEW9PSt1oDWs+pjj1WhqvaWmKkAX4F+vCa/3PDcB0wXa7q3pFT2CNm6g94bpvY9eawb23uO2KuRtHnPn/5vxANycAVVVKVeqzM/P09HWTq1iENKj6EonozsHqBklhF4msWqy50g3E3cEGNoVBcXEFzJARIhFu7BqGgER51tfeRphBkgsp8inKhSzJfbdnaaj7U4Syy3s2GOx84BGX+8IuVyObC5BT1+UlbXrnDu9QDZdo1gsUq5l6RnU6eyLsJS4SawtiJQWk+fPsra2hj8YwBfw09ffzbe/e5xkNscXvvxtpIgRjQ2xlknij/g5es8R1IDEHxWcOjPJjoFdFLMSs+bnjruOMj62k97eXqrVKuPj44yMjBHXRlmb1skud5DJRPD5BrCwCIQDLK8m6BsYplDMMDIyRku0k1gsRrFYwqeEqVaKqGqNQFDl4qVpov52bs5cZTUzSyCqoftCqKLIzcVpkqkZjh09QLWaI7WqUsqFCKgDnD21wImnvsoT3/syheIin/uHv2MpvVRvjGRDIBDEtm2q1TKaVueEaJqKpiv4fBq6rqLraiOCVV/c+RUNv6Lh03V8qvNcxadv/2N+q5ll28+bX/9hKFF6Je6hWSj8hYC7Y+5cvJODdtfMT01e3ZSbd7xod67cOxcv+LvL55xzuYHaDZZuXoATofCK0biPd+bkvlYzAZ7t2PfeRUOzxZp3zLkfh38Am8sUbyW7ZT340d275O/95V/g05R6rTqNrm4KhHSoWVAzbaRlYEoFC0HNglLVxrIkhbJJzVKwbAUhjK0XaOLBOyF6L7A/H7g38+Dd5LsNQpy5TuZzPHnHC3N78I7E7SZmvaqiqQqKwiYPfhPZztbwh+uiPOdOnOCXf+Ft9I/upH/3dZZmJTuG27lypsqbHmrl+o05MH0Y1QiLSylmr8Bb37WHqRvXqWUErS27SOQm+bl/cQ9//Pvf4777RlCN21izPs/+w51cPFkktVxi6WqUQ7fvwLAyBEKCdCpLYi1IrWai+ooEwjW6+iSxtjEuXrzGoX0HWJjJINCpZnRqho7qFwzvjtE2NEVH+wBnTs6wb99eMrllQoFhFhdW8PkCxOIhKtU8mWSJyVNXifi7qNagq7+fUnmaru44ll1ZrzLo6lEIBFu4fDmHVHMo/jKt/nGqJR/pzCqXLs3znje9mZnpFLYRoWKsUi5XWV6Zpa+/naWlNe67+w1cPD9PIbvEvQ8eJVvO85Y3/wh/+gefxFZmGduzE8Xn46fe+35qFYPPfO4R+gZiLMyvUiit0dvRRzlrUc1IRvcf4K7XvYuf+OmfxU+MZDaHbVYQwkAoJj5VQ2CjING0+sJUUQXCthDY+DUdv17/vwsamgsSaqpBoVBgMLr7NeHBj+7aKX/vz//kRQHgdv3jX217Nbz3fKnAr33oJ7fks5sx290lcV4Pt5nwjDsv7uwLbBl3zO3hNwt9O8e+GGvmWW93Dq9IjzPmrrN3m3v+7vfEeQ+cHLxzb7Dh1Tsqgc3O7yyQXq6w/Q+dBy9lvR+7lHWv3bKpN3P8HHIXAAAgAElEQVQxTQzDQEgbTYFI0Ec8GiIS8oNtEVFtgopFUNhowkbF3ALW23ndmqZt2Zod6/aeNU3bxMZ3tmZse/frfr8fn8+37fHezdm/7uVp6968OwLgC4SoVMpoAl537/2cPXmWN79zD22dAl3VuTmfZM9tPXzxH+foj72N5dkag507Gek4yl2Hezl95jKDw23oEVhcLGGYChcuzBIKhEB2I5VJnv02fOcfNHxGF30th2jv6EYofnI5k4W5CqPD93PPHa/nR979RgaG2lEIs6PvbVhCcOjwQebmU/i1DsoFncSNImbN5L3ve4iZ3LPcnBEsLvooFDtZWBLEWidYSS+AzwBflXxtlYpM0HtbnkP3dXPb/p3cdegwF09e4PAd92EIQaw7hBKuUSZNUY9R0C2GD7Vw5I3jjBzopH9fiXD/Ep0787zrfeMkspOsJq9TLOZZXVukp7ufrng3Lb5Betp2M3VtlkzxBvuO9XPi9FMUC1X+4uN/zKGJGPFoN9FgnIvnLvOnf/AX/O1//3/xGzrnnrhEdTUA2RiKHeXZpxdojUQwygm+8PlP8W/+3a/wRx9/GNM00bUw2P7GZ0SgqvWwvKZpIOocDVVrkClVqNomNWkBCoqio6g6Qkq0/wnr4F9Ja41Fm25ei4Yi69vLZdFQhE/83Ze21Ka7AcsNXO5SMGieP3fGHZD3EtTcNe3OOWEDVLerdf+ZD//GpvHnUp5zzPHanTr97XrBO9d3e/jOmPdevWF6r/yu443/zq/+/KZ7cwh5TojeHf3wnvfTjzzMI4985Jby5r/vXwUhxF8JIVaFEBdcY21CiG8IIa41Hlsb40II8WdCiOtCiHNCiCPPd35pC4olSbEiMaqgWTo106JoCjKmj5IIUlNDGLase/MWVKWgjIqtBxAhP5ZiYqsmmmKiaVAvspNYAkybuq8kVISqg6LVZeRVBVQFqQhMaaNpOqqqrT+qqoaisr4JpSE32thUxUZVbDRVomusb5pab3XrbG5lPG/UwCH+CZdcbZ1gV+9eZ0kVy9YoVQx8QR9oVaRWwJYair9EyUyQNSr82u//JtdXv8D85RZWLnRTXQMwOXRfJyfOf5VodJipm1eZT57EkAp97a0szpS588F+HvrFFD/xoUHmZhLs3t1NpZykdbCVnj4F1aqxeqlKfi5Lan6BxRtrpBZVVudNuntsTl74NhfOXSK/6ieg9XP1+hqar8bJx8+Tmy1y6cJpkEXUjhp9uwY4deY0ASMK6V6unVoEc57du/zEIlXG+2LMXlvDH1AZmdCo5FrIPx5g8ulVzi3dIBfI4YuV0DvOMrpfMn3zKhoR2lr6WVk6R8QvuXH5Msn5MjfOZ1mdrWHn+sjOdXLjbB57WBDbFyDaHadUacEXixCKduHT2pCGRTCep6Vbp1ysMNQ6wszZZYykxuSZecZv209NUxmf2Mni3DSLM1NMn1/BTPlZnJohlS5QzOrsnthJy1AbaqhGKb/AzSenqCwXGWqPU5HzFMwkugDbsrBtQNHrjHshsW0TGwVbUalKBcsEy4SqbVGhSoUaZaD6EgXiXu7vtdvcpXAvpizuh6GF6w9qTg7eGy53s9jdUrHO3w5AO4DcrJzMzcB3Hp3n7rC0GyTdZXhucwR4nNC+15qNua/RbF93WZ330Xst9yLFWbi4782xZtUA7vFm5XvNdAReyALmlbTvO0QvhHgdUAD+bynl/sbYw0BKSvmfhRD/FmiVUv4bIcQ7gP8NeAdwJ/CnUso7n+v8Q+O75K9+7I/rbUgVhZCqo+o2lmVhWda6FxvQFSxUaragVDOhZoAisGxJ1ah7OroqEapO1TAxLFcXLk+NuWVZm0LeAKqnqQs0gN0VpleVDSJeM1a8uxzPm3d3jnPup37s5hy8+3VVVfH7/SRS0wz0j1IpaUTCccrlEmpAJVc4z9zsBf76rz+KPzzH8nSUGxfyKIafw3d0k0hVQa/gD6hEIwrRiI6QFs98Cwhlee8H9nLimbOQHyOTzuNTQrS1BalVc2SzFvk0VMsga5DOrOFvCRDvNOjp6SGXlywlZ9izd4i2UAeFbIV0NkPJLjE8MERY7eH65A1C4QD5YoW2boWaL8HeA+Ok1hZZuqIRjuhogSKmYrK4sEqLGicQ3EPRyNA5kCeiDkCln5Q4wYF7Qii2TX6xgh3rJZNJI60sipoi2hKgYsPo6C7mbqaItXTT0d7F5PnztLd2MD8zz9pygsGeQbriQ3z+Uyfoau2nWMpRtiVB0YOqCgIxi6nZZeItgq7OdqIRhWtXr9PfrxNo6aVcyzM41kO1UiaxssbydJDujih6ECJdJqOjh3jqxElGx7uIxGyy6Ro/+rZ/xf33v5vB3l7m09cJR9rANNcrNtY/b9TWPwfOGFZjUanUu9AJITCkQbVUZiy25wcO0b/c32uA4bFR+W8f/r31v18oYL9SofkXu4Bw2tS+Ejl3pzwOXlgnNdjszT8XAG3n2TcTqHET6LxEvGah9e1C5V4AdvZ9sWF9r7nP4fW63ffVTN7W/XezjnTu+Xrn+nKF6b/fEP0PlIMXQuwAvuj6IbgCvEFKuSSE6AW+I6XcLYT4b43nn/Hut925B8d3yn/x8B9hCQVVCAJCQ1XsdeEYR5zGtOsNXmwBEoHSYL0roh7uBFAwUTTfOsA3y7M7ojReoRshrU2gXJ+/3ATSitgsJ+t6f7aQ5pq8h65yN/V5AV7TNPx+P4oC5XKV8b5eTk59nkTmEsef+iiFlTEyy4LMaoL+Ph+L1yXlis2eQ1GuXZ2hnNUpF2xi8RC+gIZZC1AuGfh9Ffbfr6P5NRavlpi+UqBUMrBrPloj7STWUlTLVe697w1881uPceTY7ag+m0SxiqrOMD46xMkz03QPD5BYXiK/bPFHv/dx/tVHfo2xiSH6erp49Nvf4957byObybAws0r/0E4s/yzBkEp+rUYtr1OrlRnd1cf0zUU6u/oxqjXUQJzx8RGeeebraJaP5fIKP/2h2zn+nVNYJT8it5cjD1UJ6DFSq1nSmTl6ejoJhIKEQy3kMhaZdJkTT57HVmBoUKe9LY6uKhQNg2Q6RWtrjPZ4P1YVMje7uHl1Ht1XRo8tEu6IUiuVqZQM9owfIJXIs7acJbVYxOfX8EdUop0BItEQyfQKIfooFw0W1haItNr0dvdy+PBhzk5+m/b2DiKRg3zyz79IIpehoyVIwSxRs+uLV+dzCKBiuT5zzmfZ+cxaNCoyqVpVquUK+9r3vSQ5+Jfzew1bAf4HNadM7Qc5/vuxV4oI6Jaiha2NVrbLm4NXNe6569694Owc744KOMd+9E8+sR7OdoO7+5pu84rWeIHy+60GcGy7/b0A7L1/L9nvueRxmynoNZO8fTlY9bdKu9hu15d7GehuPO8H5lz7zTfGNv0QCCF+AfgFgNaOToRU6pqyUsWwwTCcVaBAUm+xasHmWnWhrUvBqigo0kbiFp3Z3A7WnY93s9XXf1jXQ+WNDrVCrIfO18Hbdbx7wfBcuX+vd+8GePe5nUWBd16RSAzLzDOfWeSTf/v7xLvyzE/aWKUCFy/O09cPs3Ng5MNkiyrZQo211RotIRWkRiFnkF1I0tXTR2tXnEzmIvNrMDQwSqmY5x3vvp9rV6epFFTmp9Oousb+PT0kMysMDvUwsXeMYEjj0ZOnCWoBzp+eRNoaWqhC72AHRyZ209e7gwfe9HYMWcKv9fFTP3UX16dP8I53vJOpqwucPfskS/OrdHa1Efd1kq+kkEJhaSVBMNTCwvwa4U6LvXtaOHX5HxncOYRd1OmPqnz7C/PsnXiQtdQU/pGrtAT2kFzLs3gzR3KthF2q0Ducx67myWVKSFPhHW/bx43rZaauTmNkawwMxgjHggyODvC9M+c4fPdtXDp7k+VEjvaeFgyjyN6jO8hUsnR37iS1liOdWKNqQVdfP6XEGkalyvxSht3hGNGOHlrHAsxcLFHO17j9tjsoVK+QXM2wPJvCKEqyMkcsbPKJT/5ffOiDP0eJDCWjiiL0Rs93p3NhvRWR09Ro/WPbKJ0TCGjIFVumxLJeVrLsD/S9rk9747vd1tHx8s30ZbRXg9nvlqKFzYIzDtB09G7WlHeD6YYa3UYo3k2qez5P2s2Ad/br6FUZ6u3dFN53wPFnPvwbfO2LH3vO6IIb5L0EPQcsvd3j3PNtBvqbwXnjdS/4NosuOO9NM/Ee93vi1OK778l5b93XvZU07F82oRsppRRCvKhfHSnlXwJ/CTAwMiaFKVF9PrAEhinRA4F1oDQtq6FUJ+tgL0HaFpYWxJZmPdyOjWVbIEyEqm+qid9OBtYL0g6wK8oGqCPY5GULuRXIm22WtRENgI3QvBfgnV/zDVlSNoX8ATLZZTo6u6lUBLlskas3L9BWhmLSpiPUS29PlPOTc7RZgqAyxrmzp9HtbmLhID4RQKg6R+6PYYfOg7pE+UyMgcFjLKfOYhgRvvClZ/HrGuOjg6ihRexKibMXixw+cBRLFvm7v/kf+P0aP/LP30Vy+jqD8RGi3REKkaskEmucn5zjw7/0LJrqY9fEDmbzp7ETFq39Nb535SLZtTL5sslt+24nsZqgkMqQSBc4cuwgmfwSUmjkyyne+d7bsSNnee+DPbSI3fztnz9G8cwg+++qEeo6SU+rj0r5EKe+c5FsykKREXSCpGYTXHxC5dix3Vy+fJmdu0Y4eXKBaFuU4vwA5UUw0hkspcr+w37Gu1SMdJ7+aDdt95WxSzEySZvZuQRaoJOs30fFsLnjdRPkMnlOPHkKLdKNaQnCmo6RMTlx7Sk6hvoIGGFCGuRTV8jn8/S2juCrxammJCvTObpb02AaZHM5fC0qSsCHWd4aordsxb0erXv3wqyH6YWsy+JhY9g2pvXKCN18P9/rxnHr3+3hsdGXdDXyYr33FypMc6uU6nnLwNwerxuAm4F03bb2RAen2Ux9zA18Xma5e3Hg5PWf+uY7m17TDe7bhb29c7zzgQkefNev8+lHHt5EBtwuPO6I2WynmudV72smYevO07sXA+77b3Y+77g32uFto/tq20sN8CtCiF5XKG+1Mb4ADLr2G2iMbWtSUbCEht0ARVtv/MDZbtW4erU8iDpBDhWFCooCUkgMBEJVQIYafdoVVLUuSetTfVvqzW27vCVHLuXGh8MB441e7o3GL+5ucTSa1UizAc51dTshFJeHvlHT7vbQN0L6Tj5/w5vXhYKqaUhFYCnQE+1hbSnFbOIrxEOzLFyE6/Nw/4PtFMoFrlyYJXW1wujBgwT8S9x7x1EmJycZ6O3ki5+9wF2v62Y5NY+ZqbCWknSG/Zx77HGkVUGU2gnoYSZ2jnP21NPE2uIEeluIHYnh85e4c38f2ZJJNKah+GewYzanzj1LJAeHD97HULyD64mb6FqNofE4t903yONPXsKqqcyeSVDJqvR17mR0Z4iO4SD+rgizU2nuGDlCInkdowhaqJ13/9RhRDXN8rxBfq7GzIXjBIvtKK0Visk2SgWbpZVlFFYppDTa2towrQrR0BDFQplQIM+5M5PEO6NkKqsMjLexspxhdL/Gvv27mF95htWkj4WlIsWiApVVarJMz2CUnhGJnkqxt3OEx4+fY26mimIFOP61Z0lnsjz49mMc/+JNKnmL0YmDtA0Ihg73UEgssWNgmO9+5xR9vcdYnHsUv2pwY/oJ9JBg9+5DXD2f5sKZP6NUNPiJ/+X9WIqNpvkAG5z+BZZNQ2xxUzMky8PfkFJStcpUKi/2q/qi7CX7Xr8S9kJC7tsx4F+pXPoLMYd06K0X9wK6twmMV1FuOy/cC47uZitucwN+nVm++TxeedyttfhbUwZecp/DUnfmvl1O3w3y7vl7m+e4yXdu0pz7Xp3Xvex/b4rAfX5vOsEN/hv18T+/Ln37attLXVvzT8AHG88/CHzeNf4BUbe7gOzz5ekaWq4IVJBON63NbVefjz/QLAfulL/5/Aq6T6xvms6mkjavsIyTA3cDs9sT37o53dyV9efuiIH3HjYL7IhNm23XxUFMWffwFAkz82UCkU6yhTWySZNqHmwVrl66yZXza8RDY0zs3ceZy2fxR1WuXLvG4duPUTPgoZ88QiAsyGXyjPXvIaJASImxfLNCPDiIT9fJp0tcnJyiWhLEwl0UCyZ2yxrBbptTF0/Q0dXD9M0VZm5M4lMNRob7GeoZJ7sC6cQKLXGdN7zlXoJxP+lillKhyuEDdxAL96HKHqqFFp49dYb+gU7aOoLsGGvjxvSzKIqgJTbOzNwSU1PXibft4dKJAivnfQTNQVLFCjdvTHN58hrSCFPOSzQs/LEQsc5OIEgpr1EpBhA+hUwhj9CCaHqM5ZU8K4spVLVKKjVPZ+sQYV8IXep0RAdILpjkVnWSySSnTl+kvaeDhfQc44eHOHr/AdSQIBKLMDY2jLCD7DzYixIp0jns58zlZ/BHNA7fdxslucr9bzmEoks6WnvRlQBHjhwh3hHEUDJ0d/fwC7/0i/zoj/8YmWyWaCSOZYMtBbYU688tKTBtNm/SXt8M26o/N2xM+2UN0b+E3+uXz7YrXXsh5oD6rQLusDUy4W7q4g4ju0PQbo/VzRqHzSF7L0h5vVcvE90LkF7P2Hstd4jbKTdzzuUWp3Ez5t1s9WZRi+cyb+7cvb+zaGjGuPeW2Ll1/b334n6P3ef2vse3CrjDD+DBCyE+A7wB6BBCzAO/Dfxn4P8RQvwcMAP8s8buX6bOtL0OlIAPvaBroLoar9TDkm7P5bk04t3gLu3N4/Wa4nqevh5yl3UpWF1f38f7uJlktzms33ShIdaT9o0e9g0dfGfutl339hu7uyMBinTC8ut6PHUvvvG6JgVqdAX8ArN4iKnJEKOjPejBBN97NENP+zDp7DxH7o7RMbyb2bUr9A0PsDifYmEmx4ULs+wej5BZCPD03ByhSCezM8tE1HaCDDM99zSGGmB2dZnWYJxqUUETIVavzjJ8eD/RaponP3eT0eH9rKylWRAZduzuxTYTXJu8zOLCGoPDo/TuDKNkNapMs3/wR7g5meeXf+Hf89nPfIalhRQfeN+v8/WvfZJUZpX3PvR2cjdbqMokwa6L3DkaIZlM8q1vPk53eA+z59YQgQpH33YQkV3m4tky2bRJW2sPul9BqDXyxiJVq0xmaYWh/lEC3YKh3aPUSjbRsE4qkadaklQrWeZm0+wYOEIxvQS2wK8EyFc1FJ+f2opJNBbniRur5K0inT0B4kM1dh+cYPrCLFevLtAS6GCtcI03vmcfpUKOPdoQM/NTLK+0EAobTC9dpKejmx6lnZXVAqfPnWbiSDupTJJIYCd33H8/7f19JKansAHD3CB/Wg4R1LK3fsYsp4Xxxv6mKTDMl0bJ7pX4Xr+adisB+PNZayy6qZTN7dE6mvFucHeHst2a7M3y815zQuOOF+oO128XOXDM8W5/5sO/se6Ju3Pi7rp592tuhTxn3LkP73W8EYntSHru8H0zYp+Xw+AsHpx7cPMBNoB8V1Mv34lMeEP1twq4ww8A8FLKn97mpTc32VcCv/xizu9UigsEyK3d1BzGsTcdKD3a8ULUG7XU6Xgugh0ub1rWR3ABsPvR6Rm/3aLCbgbwqubE6x2cB7uuqKeqKoqoswfsxuqj3n+msYCwHR38OsfACdv7FQVN1PXrY2orqrQ5fGQfv/P7H+O/fPwjiGIZnyoo56sMje1geXWRUrrGyMAu/D4/X//KeXb1j9AZUqDio5Qv0TvSg02RdK1CpN0kVVxAj7bjEyW62ruxizoXzp1mdM8A4+N3cfncddrb4uw9EGV4dIBHv1wg3uUjZVxjfKydWGCQ8ZExltMF0qsFJp+dpjM6wOyNExhVnceOhzj57NPcfuQu/umLn2FgXwBVD/Pd4yc5NnGU6zMl/BGVvQeHyCS6WZpaJbq7neGDQ9y4fgOzUGRpqUDWyOO3KuzaPYZR9bN0dYX2nnaK9jz+oI2t5inlLOxyjWwij12EAyO38fjKs3TGB5idneVqbgYlHCQY9NHR2sLc+ZPEO+NE2hSiLTqFpQTdrTEyK/P4xAS+vIFdq3Lnnfu5cvkawUiYpcU1WjtjtESi9LUPkMlcYvqGpFjSOXbXHsxaltVTGXa0jvDko2fx65AIXWZgdIRstUq8u5uqZWFY9f+3lGDb9edYrHcgXP+IifUP7HrO3jQtjJeoH/zL/b1+tc1ba38rA340FOFXPvK7fPwPf2t9zA0m3lKwZmS257NmpW9uoHWHzL1ldl7lO6czmxtI3ce757vZ+5/Y5F03A3z3/NzzdshtXqb/drn5ZiV9blJes1LC7SoQ3GmB7RZOr7a9JuSv3J6zN0f+XMd4meruzbbBsurekvPcq1fv/IB69em3G990LPVNiroinyVtLGmvj7tfcz86z72b+74URcGutqIRJNZW4+P/9Q+ZmV9hx9gQPp+Pvt5BLk8u8uwzayzPrxLQAzz+2Hn6uwIEtAC9ne0kV1LsmRgjU1yhYqVp62wn1ALTs9NYtkJHZxxFkRhmmbHxQQaHejl78TRLmUWUlgpmNMVj5z5Ha7eBL5Jl54F2KkaG02efRYosoYhgbTlNQHRw40yWUnmevr4Wvva1r9Ea66VcVPAFa+zcPci7f/QBhGJx/PGvsLg4z4WzaeZnsszOTUMVEvkEN9dmsFTB7NQ8hq2za2KMA0d2cd/r7+Spk8+wNJUhn7BQ8WFYktb2Tko5ydJcloDWxuVz17lw9hqGUcW2dKTtY3U1wfziAraAycvnaO+OMrCjG71lkOnFCmW7jf6h27HsdpLzBewq1CpVMtk0yWSOUr5KtWygqipnTk1y/fIUXaGDVPN+WuPtFLlCsFWhsz8GiiAaCjHcs5v3ve99+AMhiuUSpiVZXFpqALjDot/8fPO28Rl0NsuyXlPd5F5K+2EXvfnsp//DphC6G8Dc4jOOub1VJ9ztDem7PWA34Lmv44CqO4TdrJ7cOc6b5we2HOtNDXjNvcBwiHfOcc0kad332ey8XmGaZs11mi2C3KkPZ+7uxcl2ZEYnPH8r2S0N8Kqq1LW4FVBUAVJD2irSVlGED0X4qOfmN/LVQgQQIgBCR9LwroWFqiqNPLqGbOQ3LVlX/nYeqybrW80SWGiYCGq2pGrZVC2bmi035UltKbDRsNGwpIppK5i2glGTmAYYNYllCmxLQdo60taxTBXTUKhVwTIFprH50bIVJBq2VLGlikTDsgWmIqipUBIGvniJZDHJ4jw89M4P0uLv5alvZti7+13cdc+bOXRkkN7gDkbadjI9v8zB8QPcNnKMc9cusf/oMTpHdnB+ZpJYvI1CMkg6nSO7FCZID2FdJRr3YygWWW2VoWMgY6v0dPbQ3hLh2rkZrp3Icf5bcO3qLDIRZuo7JWae8qPIOJG2Dvy0MXfNIhSc4CO/8zGqRpxcMUNbW5y9RwcJD2R46H89Rq5ocu3aEgPj8NafHeHQm2M8+M49ZPOrFEsGHX09PPXFKxQnTVYvLtDV3c+xBwbJm4uY1Rp//6m/J2SHWF3LsbRaIBILEoqohMI+hvt6iEfClIoGh29/Mz19ewn4w0yeXSCf1rGNEB3BVoyMJB7ci5HtYu5SmcpagtTsMvOXlzjz5ONE/WDnsty8aBONRgkETMyMj4CI0x0bYunaIm984xGi7Spf+srj7BwfIhpQmH6qwne+8DRri7N07Mjw1vccZveRDkYP3MFcPkdNVRA1iLZ2UzZqlGpVSrUqxWqFQqVMxapRtY1NjyUTSiZUbIWqVKlKlRoaNfnShOhfi/aD5N4dBb0XoqT3Qvd7Ke3Bd/36Onje+cAEP/Ph39iksuZWp3MA2ktMa6Yw580ru0PyjqfqPG/GOHcAzwtobplZx9wSt16QdV/PHSqHDeKde76OeWvTvYz9Zvt6FfrcfzcTAHKX7Dn7u6MnTsMZ5/5+UHGel8Nu2X7wTq7cEfOwkPWgvaeWXGnUvXs7xXl9+61kNjbVqzfLpzv19N7X5ZaxJtdwnds7h+c7VgiFrVED5/4AqVAqmkip0tbdzv1veohdew7zzc8/yVvf8DYe/oPfxqdWsewVovFharrN6soKS8U1hgZ7OHvuWdZWkxy7fYSrZ6fB1olGO6lWTNq72ujsilOtLRJvibJjpJdMcgZLgu4L4dPDxKIhpK1y8OA4CwtL3Li+SKVi4veF2blzN3OTqwyN3sGe/XsZHd+BLxahozdCLK4TbwkT8fmIxft4+rGnUM09nD7zFHe8QVCyilSlRW9slG/81RLvf989lFJFDtw2SsgXA71K/2AbZ545QbyllaNHxjjzzCSKHefuN+6kVqtRqqzS1dXG0tIS6SWT1tgOdh46yLe/808oqoWq62iaQFF8qKqKT/eTSuZJplaJxn2Uqjni8VYOHdqHZdmsrC5y553H+NaXv0y5Esaq6gjLT/9gWz3cvrRER18bmcoMPWMhLp3WWV5ZIxrTWF1L094bRNVVitUKidUpzIJkLZujZNa7HwrLRtQsTNN2hdwdXYetnw0La9NnSEqJaVsY9q0lkflate1Y9F5Qf6XY9kO9vfzmR/94vbb6P/3Or62/5gCQVzq2GRPcmyf2huWdMfdz78LAHW53Os+1xqJbGO5u264BjnuR4n701qw3m5c3f/5cUYHnAnxnUTE1uTn10Wwu7uoB59hmHIFbzW7ZbnKD43vkr33sE9gNgLcF6K7X3SF4Jx9vWRtvsqqJjf7rykaI3zGnYxtsBfXN4fwNeVn3fpuuL7ae35KuTnAe9nwzqVr3PlqTkjqhQSjsazSyEYT0KMl0Ai2iEfL5ySZz7B7U+N9//f0oZoWpycuENA2fXkXvDLF4vkg81MHN4iKqoRHQophGGsOw0NUWNKEQjoUolLIUayX62vsoFDP4Q5JiJU80HiQcDJBas6mUBIcPHyRfTFAspSjmLfL5Mq3xdqZuXCdOH6EBlTvf+nqm5ya57cJboRsAACAASURBVJiKondx6cqzzE8luH3/Ub796Ani6hADe1bRfZJ8qgMbP5W8JJ8uosgKXW2DGKV2JnZO8Kn//j/o6x8j0DFD73A7Ha0hpm+cJeLvYO1GO4Rq9Pb2ksxcY+raKn6tHX/QxqzpxGKtxNor+IM2whYk10qN1IyNbUvK5TKt7e3E20PcmLnO2PAIc3OLBINB2tpirCUW2H1bL+dPrhGLxkEpY4sKut1CNB6jfTBCTV8iFFaZv14ltVJjeLgbnyaJx9qxFYtHT3yP0eFBMqsFDh35RX7xt3+bQr5Kmx6iVCtRqVTWQ+9OyF1la7WI3fhM43qtVqtg1Gr87LHbXxPd5J5Pyc7tjT9fjfurHaJ/JXP4bv15x7bmk5ubN0TvDm97vd9mjWO8xzfzVr3lbds1ifGKzXjL3bz36LbtPPkXss9297xdPb17Pu45ee/LO/8fZiW7l9Tq9eYudTcXgG/ou9dfq/8IKsh1aVnQtEZ5nNh8zvqj92+3B71OgEdR6mS/eoqz4TU1+HjOac11z3wD5G1ZJwgKIdafr3v00iEOgpMlUdxiOTiRg40fcUWrpwWEVc/Jp2op2np7MAwTo3SD1aVn+MCPvZ8H3j5EqVSmXC5SNE2wNPSSSWdLL9NTNxh//RABM8TFU9NM7NzNqTPn6emNsbY8gxoyGNvfympSUJwXZLIFxnYPkFyVRIIh1jJlQmE/sViAU88+g98XZv9tI1xOLOJTwwR87ezfF6F9oIvhY2s8+8yXaA318uTnLtIx0sNDP/EWvvbtx+kb7OA9P3Yf1SI88WiCgO7n9fftJRhSyeQqPP7Ed3jgwftIpassXVZ47Mm/4+DtI5x+9gofeO8oNxdS5Et+rlyp8M4HR1icmaWWD/GNc4/y0E/cjUob+awkW0ii+muowSSJVI1wKIomqmiaD9MwAMny0hpdXR2EwjrpTN37z2YqFPM2mqJRrSj49Cgzc4JQWCeg6ayt5fBFNVp7g9xcuEiq4ses+f8/8t48zLK7qvv97PnM86k6NVdXV89zZhJIAgkkgTC8gFwwPipIfHG8euHlikqM+KjvRbigL6K+AQQ1GgwIYgyZSEJIyNidnsfqrrlODafOPO35/lF9qnefPtVpECF4Vz37Ofvs/du/PZzav+9vrfVdaxGLJQnFZQqmi1WRmF+Ywu71MTF9iohfo1lpsm5oBLE2wdLkcZq6guXvxpAc1LMlbh1HwLaFlU/HvuD/0xY7afAu1n9uJrv/NHklgF4rDe1PGth/nNIqD9upGpyXKd+Jbe/VxNdKxdrqs1OimxaJDDoDu1ejb6XT7eTrbn22a/TtkQHe6/FaIc71e6Epvl2bXkvaw/i8JMD2SY6XgNeSdotJu/Xg1Wiif1X74M9jwrdpwe0asHdZa9t5x7ni6uI6Aq4jdP6+CuXCOfLT2cVxV/Lfr6QWFduWteVCN0B7HLzbsU0rF4DjOEiqRL5QRHQkDL3Avz/w9yRCXex7cWrFAiALaAGJUCDJ3GyFWqWOIAiYVpNjJw7jCnVk0aKvP0OjUWXHtu1EImGqtTyKT2LLpp3cfvtbWbduhN7MOpp1k0i4i56ebo4cnWB4eBC/L8T3vvsSoUA3M1MFbnnjO1haqLJQnePw6ZeJxdPMnanxmq23ETBC7HtyH9lTs/zrfQ9w8LlD1PUKglTn8iu38dV/fJTHHnqSsC/K8MB2Tp4oMjVusf/wk7zu9RvJ9Etk+lUmZl/CFzY5cHg/v/Fbv4g/pGCLZQyjTjwZ5uX9z1Nr5MnOTxDwxRkZWU9XV4rF+Qo+NYVjqzRqLpIYolw0UeUo9ZpNtaITj3UhoFLIlwkGw0iixonjJ9kwuoVmQ2FyKke1XKRR15ElP6gGQ+tTDA4mkAWZ/HwZvxqlsFhn8vQ8ubkKE6cmiIWT7Nq+E9eGSrHCoZe+z4d//df4m8//JT6fD0XRVglznYia3sW2V6wOjnNu/VJyQrwa5VJBur3d/5/AHVaIdp1IbO2g1vILe/e3AxmcI7G1++tb8eqt9l4fdasmeicWPbCawa49rr0Fgu0MfThnqu+kEbeb9VvbW/22h8q15JXAvh3Ave6AdpeAd0LjJey1ltbkpD073p9+4rcvSDH8k5JXtYn+Nz/7JQRJRHBBdsARO5hthPPTe+LYHdj2F86sXOFC1rGIcF5foiiuMtjPmyg47nkTCcdTce7cNvGCvmpmg0g4iWU5GEZzxScsKeC4uKaFhITf78eQnFUOgiStXLvPt2KeF4SV9LaxiIFuJ4hFZT7/J6/n8UeeIRKA3t5+pqYm6O7u4eSxeTZs7mZyYh6/FKZarRKNBDh1uMrmzeuoGyXWb1rHUm4BWzAIhByOHcmxe+duDr00T7FQYWgkzrpRDUnUODPuEItEue0tr+c73/03RkZ2MX7wKAu5KqlMF1q0iWnpIM7i6hKJWB/LxQKJ3jTNWg2jJjJ5Yh5FtAmHfKzbsQVfuMDxo0fxq/2Mbhti37599PX0c/zgJMODm6hXckAIRfajhUUcyixNh1i3tcr0+CyVksPISA/PPbGE60T4mfe+kYe++Q0y6SHy+hxdmSj1egWBANm5RUTDJRKJoesGAX+IXL6CosiEIxqW00DTZGQlgG5UMU2dSDiJ3gRDmUUxw6gEqFRK9A53YUoOpVKJcMBHIq4xPnGadcPr2f9sFgkfkqQjClHy5Tn61geRlATRyABf/OfvYsVl8nWTymQO1xUxFAecs4VmHAfXds5Ge7Slr7XN1f/X1QkBNs1mk1+5/sqfKhP9pQB1S3v3avKvNoBvz4DX8tev9f0HkXvu+ch5Ju8W+Hk/O5ncvRp7S9bWis8BdyuWvd0/v9b3TiFkXmD0arvtJnyvtJP3OnEJOt2v994uRTq5Kjq1afXZyby/Vr8AH7vrM5d0HT+IVOpV3vfG23+od/tVq8G3fOotf6R9tlZ2+9KucbuCiMMK6NouK4tz4XJBhjCH1fbe4zu1a+3ztmllHVv99Cwt1n042EepXMS0qmiahqVHME0J3RRx5QB1R2ChVMW03PMWy4ZmU6TREKjXodEQaNRNTL3JX332E4wf3kdEgaFNJmMnliksRDl2dI7RTd3svCxDMBhEEdNUii7VSp3RgUGmz0xjN11mJ8ZZnJlFrxhEfb3s2rSH4/tnuWzPDq68Yg+Zrm5sW2V8aonl5UWuvvodlApJfu49H2Vpsoah9PCaG7dTa4wxdvgwerVObhrquQzjR03sepTJM2eoZV2K8w2uuvY6Nl+2CzkZYezgIR66/yCjfa9heXGJo4efZee2zZw+XEE2M0ycyJGMDxKPpalUSqTScWr1CpFImYkTZWbmalx9w1UMbA9z3Vt6uOzmAF9/5Mukh7qpuVVufd/VrNuTYPTKLnbdsJ5gn8BVV9+MIEtEEn5sOUdPbwKfXyQQ9GMaLkuLReo1E0UO4PdFcLFQNJNgJIQ/KJMrzBBLKTSseUrFZSQRGtU61XKdRCxJfsHFtAVquo5pyzSMBTKZNJrUSyzaheVUePyZJzg8laXcsJB9IWxBxOXc/61hOZiexTBtDNNGNywMy15dTHslg53eNLHMn74wuUKpctHlp0Va4N5i2HuBvRPwX6pMZbPnpV9tAV0nkhpcCEJe0G1p696ENl4ymVdLb322jmuds3WO1jGtz3bLQGt7i2HeYqm3x423Z5FbK71sq1/vxKCl+Xv7WIu41+kZtaT1HNrbtofYXcwq4N03lf3RJnL8j0ZsvGoB3iurVoZWoLhn8ZrH3bPhbq3Qt9VUn+6FiyuIFyzesLlzCxdOGM7bL6wMzq2QuVa6UcARBBxhZd0GatUGiuxDECQcx6FWL6CKSQQniGE6hKMBUl2x1VDA1uLY4mrMvm2vsKyb1W6CIY1i5SRTYwaKGCAeGaSYA78vwuVX9dHXn2Ts1BSO7ZLP58hkMgwPj1CpVEgmujENkVSij1AwjmtL7N97lNMnZ9EbNkcOHeL4sSNMTEwQikbw+Xy87vo9xFIqo1v7+d7Tj1Ot5Nm44XKOHT6CY9i87ro3IasKWsBHwyih20XK1Sybtw8ysrGbZEZlavEQ/RtizC6NsXnrdpLJbr77xD5cK8j0mMjzj88g6FEaVYN0KoFu1BifPEqpMocgVXn9TVcztBtuesfreOM7bkOXHb71yAFEyeZ1r9/Nzbe8ltPjY/j8Ct9/9hm+9/SL5HJLzMzMkEwmOT0+RrlaQvMrbN+5BRcLy9YRRZFgIIQsadiOsZofwTBMbEcnGg2j+FQSyQiyT6Rcq+A6Fjgu4XAYTdOoVuqUSw1kGWx0QvEwIxu6iKdU8sUsTb1EIuXnr3/vbvxVEyo6+UIFNG3l/8UF1zmbc54VbkdrMZ2VojKm7a5OJFdDPZ1zFej+K4kX5NvXX22TgPaBuFCqEA6EztPuf1ANvpU4xitek3BLOsW6t+9vj5tvZ8h7+2yZ2zslv2kHQC/ItpvmW+dqj1VvXW9rEtCpr/bsea1r8E4wvKZ/rwui/X46PY/W51rPqyUXCzVsf+apHum80L5Xg7x6SXZeHzpnCWmdTO2OfV6WL+c8Rl2rq06pZC8cECUPEa71ZznnCHfn2p01x58NtbO9ZvzWqd1z5n5RPNub1MS1gxhmA3/QxB+bwXWzqJoPVUlj6CKlmoEaCJw9+0oe/laq3tZ5cB0cn8z43AKjo8OMhUKYlsHpE2VqjTJ96wRMp8ZTD4sEIgKCJJDuAVVZmRwke7qp12zecMPb+eYDXyMQDBLRREJygOxsiWAwQEDVCCgBBjelmM+NoUVUFhbn2KblePzZJ1EFl0ggyDVXjmA3EtQrYWLxJL1dFk5+I8tL44QiCtmlAuu37eD+++9ldLSPnnSaxcYZ3vq+G/n2N57kbT9zG9nJJY69sMDmoWuZz05jmnmCPpmJkxNkhruJRZMEQili8TD1ehXDMHjgG4+STkYQsEg7QxzZP8OpU6dxzBDpeBK9UWTDug1k/DXMmk2zplJebDC8Lk6iqWCaOmcmsiiqQiCoUCzmEQU/AX8MLVhHb9RxnJVnr6gCvqCEYEkIVhzdbBIIxJFdie7uPmamZqiWDCLhKCdmFrnmup00DJ39B47hU8I09AZXXr2bI8dmaIyL3P0nnyOcTDGXqxKJJHEkB1OvrZjl3ZU8C26Lb3HW+uPNaHeO4HmOXCqKr95X+VKkk9n9UgD81UTAa4F5SzqZ6n8QkL/l9g+Ty64ARjurfC1TdTs7vbWtE5B5TfitzxZRrp0419rWats69pbbP8wnfuuD5/nSvS6EVvtOmvFafnSvpt6Je9DS7lsZ8Lxhc16rhLf9xcRrWXilZ+glKnqjDlbabeTXP/JHFz3Xj1te1T743/jzL+IIK8ArO+fC0byhbO0JvEzRuqAvVwggiRaC6yAKDpIgUDMsNEUF10VBplGtIUckXFdAkhRMw8Ln81ExXURXQhJkVNlGlBxwJCzdQRZFJEmkITj4/QKO0cC1/DSaJSR/DUmIYZkC0XAE1WdTqVvEQw1K88/y8kvfYeLUi2TPKCwv5QnGhnn/x/4XoWQfPgB3JVQulgxQbVRR3CCyKmG5IBChrupEJT9DSYUP/dYtLE1O8rGP/S6PP/R5Js68SDzgY/xwiv5Bh1gqBsEpZsernNnvw6eqdGc2M5/VGe6PsLw4RaI7wNziGRTZj8/Xg1Wp4GKihQy2XjlMzaxw7KUxhoZuxnE1NKXI8SP7CA0E6eruZn55gcxwgGpzDk3uo1rJce3Vr6NRcSnnRCK9OWrFSRZPAP4kjtTgil2DnDgxxo7tl/HYQ/twUTD0Jru2bmX6dI6FbBmz5LL9td08d+BF3vXuN/DcE/tJxKIs5VwiqRQNJ0+63ySWVpGcAMszDTRhpaBQUa+jqhKhiERAlZmenGT+ZIW5RUjGu0iG/UjBIuuGt/DU40fw+/34gyLDm5JMnFnCdVROn5phYGAIJa4jWzqLUxb+YIyKniUe9aE3ZEJKmrnZU6TSUVxTQ5QcTFNn85YNjJ+cZG5hmb7hKL2jXSzl55nE5MEHy0xMN/DFwoyNjzEYjGNZ1jlmvGXhCufcVHA2ZbIJ4CCIFi4GLjaiK2KbFr9x00+XD/5ishZ7/mJtW8DeWvd+dmp7KSVj26WdB9AO3lPZ7CooeoHnjjs/Sjwa/oG1+Fbcu7fOOpyfdtV7LugcBreW37lTEhdv/y3x+tC9vnevdMo212l7ezpab/73drlUZnp7dMBaIN1uafC2XcsffynbvX184av/vrr9h82X0G4R+mF98K/qab+7Umlmlb3emUXvnk+y62CqdN0adqvdWdZxKByl2WhgGAa2IOEP+zDOVmuzTBvbdjFNl7DqICLiWgZGo4rh6IhKCEXWwLVpNJtYooijqDQaOmF/HFszkIUUglDHFzSoVvez98nvUtbn6U4LOI0ZlvNZ8oVFAv4tKBmV8dl5ms0i67u2UMlX8PtCOI5LudpAkEUc28ERJEQkXBeSkSCNYoOx2QK/d/dfUp2bZ9MGg//95ycoLkNiWKOQz+NX/UxOj7FpdxDBFdk8uoPDh14Gu0p/3x4sTuKoFSxXYuvWzZRKFeZmSwQkEUXRUHwi8/M51KBCb7qfkD9KuqePr97/F2zd3E90wMe60QyjbhJXNjCsBNV8ke2j65k6+SLZmWW2bHwNtmmRjvYwXcty7Ogxrrh2Ey/vPUEuV8RsnsC2ZERBYtfOy3jx+y8QUtLEomkWyzleevEA2/dsxNAF+vtGyC0uEo6EmJo5Qf9wmp7MANNzkyiugECA5aUisigR703SMGrUSjpiSCIay+BmevGHbUbWbeXAvmdZ39tFOBRjaHgA0zSwnRqFQgHLMojHYvQPdKP5QJE1oqEw82eyNCsNuvsy5Jdm0JQ4xw6dYvOWXiyrSSAcolQqoKoBJibniMViSKqEYTaolBqEA0muHU7xt5/5c+74xY8wMZdl57oN5BeXVtIVn/2z3XOlY1v/347jrBQuElbiODibEMm0bWz7wontT4u0x73/sKDbiZDXDvLtYN/eh3d7e3+dioh4Ad0rXtNxCwh+mIH+Y3d9ZhUkvBMGOL+wivdcnZjknUDMa9b2ThbWimNvzyPfCejbtdz2jHbt1fA6lXxt9dNJu18rFn3le+fYem8/7c+w0zm8v1n782q3QLSD/9U3b1lNSgQ/+VoHr1qAd1nxM6742UF0wD1bWk0QhZUUtO5KNXj7bBYvSZI6+iJVBWx7JfUrZ8u+Nuo2oBEOR6lUStTKdQIBH6KoICAhSyCJCtgOhmXhGg6KGEKTIyALVKoFLNfBHwiR0AQqlRKxeC+VikE0FkBzLfbu/wbz2YMc2fskiuPDMELYIxq5pSw4EZqF3aiSiWGIpJIx/uGeP6baMPnAh+5m3YYtCGoISfITi4RxGjq2wMqgjoWsC/glGycZR1Q1EpLFn33yzUSUBAPrNnDyyEkGeocpLE/TxKCaj7A87/CuW/cwOzPBdTdcyTcfephf+bV38uhjCyRSGoGAxvTcNKZh4E/0spjP0tsVwTCgXGxgFUB0i5TKy2zalSbSJRBMajhCjqNHD6E6SU4fL6P5HEbWSywvmjhmnNK8SXnyDDF/D5VFhTddfyPF6jw+tZvE8AiioDBVOUEiEuHpR/dSKlosGDkkqUhTL3HTrddz8MheKksCRsPF54tjuktcc/UIjgCHX5ygu7ubsRNn6Er04Jp+uvv7OXDoEMMDw5SrAtNTRaLRMKalE0jFmVrM8Qvv/xjf+PrnyC+dplarEIooyKJIIppmfvYkrmPS0xtkOT+PWUmzsLBARIti2aA4EvFgmsWFZXbv3sDk+Awhf4BCI8fo6EYM3WHb1p0c3f8UwVCERtFlaqxMKBJhafwlXjAbXL79eqR4nJmxSdSQD8sTJmc5DqKnBsFqKJwg4QorJYVXfO8ijm1jOz+9PvhOGvYPK+1s+3Zf/VqugE5g7wX6wZ6e87SxFrBfjGnulZZv9o47P/oDVxsLB0KrYVftTHI4n5TWAvxzJvJLM9l7Y77bwb1d412r6IwX3Fd86efi9tvD7lriNW97pb3QTPtE4GJafy5rc9dnv8C993zyAkD3ZqTrZOFol06g3urHSxg81waef+yDfOZvv/pDg/uPMhXyqxzgAaflc1wJETpnmj+bzhNp1UFuOQ6ucCFvsFmXUGQfmiQgCXUEt47kVyiVG4RiGRxLoea6q8lxdN1AQKLZtBAUP7Ks4g86CK6D6zqUFvNoIRWf5KfeUNAdB02LkytU6e9WOXr423z7wbsJqgFUAsj1XvpTl7NxV5hHH/8XHFdAEk0alVmkUC+uo1KtFAi4IplgELs+gyz2YzgyQTWAXjVABMteyafvD6pogQr7XvgWX7/3b/jVj/4s//pvf0JfpJesWeL5A3sZGe0mkhC47IZ1TOePIgkybh5y5ktc9sYM3RumuF6xmJg4TCzQhS2XOHriOEbTIZFIML+Yp27XCGWSZKfmMUoisiZTs2YpLi+xYY+fVF+M7EQNtxxFagxRLoNfUtAG5th6XZzslEthuUxXv0h0dgcv7z1NkwaHjxxE84XIZGTK9QrFYpF1I2kqWZNkKIJRrSD4TEY2pvEneygUZ9mzYwfT0zPML2XZvHkrthtgYmwBUVCJhXqxyhZd0S7CQR/HJk+ynF+iK5Nm5vQMAX+cHVdcQ7lZY7L0EEMDcbDC/NVff4lYQKNSLaL5DWpVl1KxgtkUCGtJ7IaEJqpYdRE1JKLbFn6/jGDajI1P0pWJMbyxH8dq0t3bjd50iPsFmrUm1WqVwwdfZmJqlnQ6TTyWojI1gyqoWNEhHnv0MAfOZKm5Fqqk4Lqr+Y9WYF0UVsMxW1kUHccBaYXfYdsClrVSdU4SFJyfYoD3yg8L7p3M860BtpNm7z1mLXBv9RWPhle1sqls9gIiVafsa53CuFrfL8Vs2zpPyzTfknYm+bn+OW9bp/Sw3mvptN763g6uXvECXEvaGf7tfnBvwpz2UDqvP9/7jNonEN5IglZyn3ZLg9fv/4nf+uAamnhnv3/7M/Dea+f9nd0e67dt/E8Jlfth5VXNondZIZatVF11z1Z1XWG8tQZC23VWBkNRWFnvJJKBIuuIVCgsvMzU6Sf4ypf/kGee/ifm5/eRTEJXt4bj2iDYiKKDrICsiMS0PJJ1huz0Y5w4+nVOHLqfroyA4qthucv4QhKCHESQ/ciqQj43zuzEiyQC3cxP1pifaYAoMzb9MpPZMzhOjHohjVHuwW2mqJSrVGpNwoE4jg71QpUzJw8gODVi0QDNagXRsc/mTfehan4QXYr6SRYW99IrNnj8q/ehNIs8+PB+GuYigSSM7vJhapNUzQVufdtrKVTLIMHJiaMYvnnGpk9z5FCO7OwEqlql2qgSisTp7R1EECTi8QSprjT9Q11kepJEwz62XDmMSZGNm/uIR/00qzV8osDY0QlcPUAqlSKYdPhvt72O0wfPMHtqmfxUneypAs98bz+BUIyKXmTzjs00mjA7WaCcN9m17RoW5paZnDiNY+tomky6248t5Cg3Z3Co0GwWcB2dLduGQazh94XwySkUMcr0xCyFeZ1GxWVuagkcP67to1YtkIgECQWC6IZBNBHFroWYPDPFmbETNOuL9GSGiITjGIaF3xchHuvFdSVcR2Z6apGpiZX+yvUq60ZHqDQrNK0G6zd3Y7omi4V5oqkwk3NTyH6VRrlONBBAARyzhs8fQvMFWVpaQlEkdL1BOr2BfQdOkezqIR6NkgxHVwG8vVJce3VD0zSxLMvDnBdpNnUajeaP5Z18NUq7pv65T32chx/4NFPZLOFAqGOiHO+EwLu0TxS8x7S09pa22pK1CF3t5vLTR052NOd3kla71ufFMqa1E+Va7dvzzLeT2lqhc15mfieTurcP72TGWzCmfdLRHv/eyV/dft2dAHWt57xWe+91edu03/v5WndnouKlxNZfTPv/QWStQkb/0WiRV60G7wgWghjCbtap6RW6UwPUK6Bpyzz/1F+Sn52gsFzkV//o40yOvcz0RJkNO28lYl2BKU2Ta44RUa9CVW2E4hP867fvxzZqLExlsRoO/lAftdnvcPC79xMMJJAVm7xt8fMf/DyJ1BZ0fYYH/uX38RsVamWJ4rKDP9zEF3A58OTXqVUMlooGv3rX31AWMshmhFTE4Wtf/VNmTk4z2r8Fp6dOcUljy+gbmal8mZo1w5bd/UycalCv5RFdG0mJEg0EiEYjZLOzCKLLs4/8K6fO7GXbte/hrW/975iGiWCIBPw2zUYVVRLZ973n+P4T/0zxSIRr9hyhOxrnhqBJId8kWIe8WWFoaz/oee79mycxTNi6I4I/kmD+RIHxU0tsGt7CzOQc6aTCZTdcxfce+T6SplHNN6lbBus2+2lWasxP+igX87y+p5vFMyVqzWVUXWTidJmwEmPTxl6mJueplCSuuW4TLz6SY3kqhE+NMjNxlL7BCGr0FJJ/gZvf8DoEQWDnjh5OHZrAqMKD3/gu4XAUyZdmrjTD5l3dLC9XsFWLyzZu5cC+KU7NTTA4lKZcNPBpA2zf3sfDj91PrWoRDQ1x+vACgWAYX0Rlz1UjqJrLbHYGw2hgOA7CjMvRR47T19fPmcNjbNowyG//5v/NcnaBaCjNqXEdy6ximDWa9SD15jKbtoxw4vgEma6dVN0p6lWIRZPkc0v4rQT+ZJWtW3ewPJvnpluvY252CdMWGJ87gaoEmJ8p4w/KTEyeIplW2b37nSjaMNvueAPauj5m61UU24dhOdg+mbrVXCmeJMg4gogkJTHtErZbBQQcW6Hb7KfRXKRcGsMyLARHYO7kCzSXcj/pV/aHFq9m7TV7//pH/ohCqcLDD3yaW27/8JqEufvuvfsCklkua69qcbAyWN/12S+sHuMlwnWSVvvWebzX5i0z6jXLe/3AretoX18B3o9f1FTfin9fCTdrB97zNWhvFOiRVQAAIABJREFUEpjW/bQT7Drlq28Hu9Z5OoXHtfu9zw+HOzchaF2D9/h2y0En4l6n7Wu5E9onEGvdc+u3W/mdO/MPOgF7+7naLQztFgGv2wJYLcJzqeIFdK/7xyuXOinsJK9aFn00nXa1DX6GNvsZHt7NhoGfZe+xe1laHEPQF2kW6vR09VOp1NHry4RDfUzNNrj8hpto2gYbN91MKpXiuZe+wtSBlwmHRJp6DZ8apVRskk7FqDWnUVUfRlNDVnXGT1d5zy98kJnFMfy+Ji8+8wButQfDbJJIJNCbNpqmYTZWyoY2bZEt172ZjdvfTbq7waf/5AOkpG5cdxZckwMvzRFPRNi8I0w8EWF5eYn52SbFZRFZ8iOgoggaqqoiyStFQ/x+P45sUULnK998meMnCgiOTSQawu8LU6mUSKSCzI8/yOP//heY8w6JPUc4uDdPiCHKhSb1SpNqoUIkHMTQKqzr2YQv4KCGwJYkpvaXqJYaCI6GY1k4jkVmpJtGyWXi9AyDmRFmshOkBwVspUpPbAflUp78vEqhOsFrXrsBOaRz4sgSESWD7Va56Q238uwzB3GlHIIto0oRqpUGVb2KKdUZzqxHbzqMnZrC7/ej+RT0WhVNCZFIpJifn6NZl7DdKqOb+3CQqDYXscw6ghNlZnaKd7zzTRw5OMt8boyrX7MNRB3XlsnO1qguO9RrOjYuakBH8UlElI0YZo1ApAliGVmBhTmd6197G2OnJiiVl1mcyREM+VBUaOp1REFGb0IsoWGaDRoNk+KyQWYoSb1soogajVqFVGolEmBmbpotO0YRBZnB4WHO7IdSdZLF3DRDwz1YRpTc0gI333QNDz/9IJFElC/+0yzTs6dArBANLhINg+gUqNSWMK0qy8XTIDYYzUAooiBKNoXCMkeOHKO7t4d4XKOrW8WnqIiiTNUtIjZ1tiae+6lg0cdSQdfvF1bBpxWOdTF/ttd03BpE249Z69jW8Xd99gvnacSdBvn2floTi8996uMX9AdrM7Nb+9aSi5lxK/Uq99179+r3dtBdK3691bZTvHbruIuxv739rUV+88paLPSLsfY7uS0uRsz7QZ6rt5+1rudSv3uvr/0ZtFtlvLyItX7XFpB3ysboncS272vJfzkWvWM2iMp+qotLPH3mW5xILpFKhNnYu4vi4iLLxTK1nILtTGLqMnXBRnIFHn/0fgYGBwn602zf9DbqhQZ6rcz64Q3k8iCIARBdCsUcTaNOMKCiiEHq1TpX7t7G0098HUesUq+VGUj3M9fwoagSobCGiEStahD2J5iZnUcNhTCbVQTZRFVV8otlBoYzvLz/DNt3jXDjDe/CZolw92EmT9XxSVEaZRPZDaKJQRwHLMNCU0RwwDZXwvwcx2W5XGF2ZolQMEk0HCC3PIeihvH7gzQqRe77+7/l0AvfJQRcMajSKEIg6EOv6MhWgLAsUZ0vEF6nMTdZQvXp9K9LoQsmVl1haX6ecDiMLIKmacxNZjEbMgEtQKNRI51OIwt10l1h9IqJJocxjCo7d23CH1AYnygguikUVaCnq4dHH3sISQghyDXsuo+qm0fz+chkMiA76E0bny9ILBbHH1BRVZmqIxKNRpFlgXJ1maAcJxoMY1QtbNFCsDWS8QTTUzlGRzcwMTFBuaQTj8col+pkelLMziwAoARdRgaGmZyY5oqrdjKXnaaQrWJZOuGYH9vVqZRqbBjdxoljs9i2iG5UyfSFqNVqCKJMOtWNJMnMzS4CDrZjkkgkaFQLNKsmtm0TjwSwbZPZ+SwD3d3EfHEmTk0wvGGQeqNEpifN0SfGyPSkqJTyuIDPp/DUd5/HtR3iET8jg5+iq9tEtDVefPIQubrF3oNPks74iSdV0j0OXZkAw30h5udnUVSB/nSIzbcPUijKyKJFsz5HxVzhpFQsGX25+JN8XX8gsUyX9VdsAloa7SfPy0jWbmaF832uDz/wad57x92r+9pDuDqB0dU3bznPd95eSMUr7aAfDoQuGMgvBkKdAKJ9/WJy3713X6CZdxIvC/5i4WTtboO1ANJrOn8lcPe27/T9lfzcrTat6/Fq4e0TGm/btYh1cCH5r5PFohOwt08E1vrdvJYFbz9rlattaeJeDdyr4XvB3vv//KNM4PSqBXhBMkkHN3JmYpzhjQNooZMcfHEWRVa5/baf4+Dew8iySiDchRYb5da3vIvTY8coL51iuZxj6syTPPZgnQ/d8fv86afezemJU+SXS8hCF826iM/fQJKi1IwIG9ZvxhKCnBx/if6BXhYXoS++ncKiQLrLoV4vU8w3cMwQihQhHEqwsFxE04Ic2f8st7zvQyyNl3nPmz/EIw/9MdddeyPjczmachl/sElUUKgXBBYKNfSmSjgUxbEc6vUKoUgQyzGxzCaKKiEpIrrZJNPdh94ERIO5uTzpVAzJJ6I3dQbSCls2BChN9lIvL9Ad2YHRXWZpyiA7MY9twLqBHnzxBLFwkkJVoDA3TaU4gyNLKJUw8VCCQEgBSaS7q4d6pc7keKscqo7o+okH04wdOcJAJk0uW0MLllku5AmGNnDDNR8gHk/z+OOfp7cvwdLSApqikujqZu4YLFZmyWdn0FSF0cGtLOVOU600GR4eod5Yplw3CAX6V3IGSCI9PT3MT08jyV0YyzWiXSrBQBRFCpFKimR6osRTEs3aMtWKillL8Oi/HyIaDTK8ro+Z0jQzM5Ns2riRw/v2gWAT8K/ksD+87yj9fevJL+vEVBHX0Dh14hibt/ewmDuNbbv0ZAaZmpok09NFOAamWSUWC1MqNFGVMKJtkYj4yBVnMU2T0S0bUVyTXNGiOzOAXjepFavcdOMG8qUBsrN5ZqaLXHZNF4VcCVUSMfINBDPPseefQRIWGRqI8N/ebCHh8MZ3Xw40kLBokAWW0XFw4rBYLDGfzyMUTdJiN4omE4gEkJQAAHLJRFKTwOxP8I29dJGVFUJguwkZzs9W1hpYW0Qzb2KT++69mzvv/BR/+onf9mitFw7o7QSsTuDRLl6gaxHr7vrsF1YTungnEe3FSF4J3L1tLiZecGr3Y7cfvwJKne/B22atbV5zc6pny2qq2k5kwk7+9Ivde3ubTvvOTU7ObW+vaNe+3vke1rZUtLatxZxfy33hXW8lHmqfEHiPbYF6PBpedcF4y8d2Ysi3A/qPMlHTq9ZEr4V9rtQrMTKiYlpNHD1Cf38/szMlNm28imSmi6effgq75NC/cSOVqkU0aFCqHmN0w2sYnzSYWnyIwXUaXX0hfIoP2ZV57junUd0Yqf4gPi2MZfhZWlpGDkwhaGk0SSYcDrC4NE8gqjE/lkNTYlh6iMGBYRRV4szJE6BpJDNdTE+P86E/fJTB3gaf/fi7EOoqobjI7ivvRNEWOXHiefRykVMHc0jISKJ/xS1gNFE1qAs2iqIgisJKXW9Lx6/5mKvW+Mu/f55a0yUR8+NTfSjhAJZd4mtf/H1yE1/n9MslbrvlzTy1/2HkpkphRkZTAxTLFQJhH4lkEN2eoboUIBBU6B/p5sSZabp9YZp6FcknIMhBQGb82Gm6uteRy+VYt6ELvZ5H9QWQglApVSnO22zdeRm5wjS1isumbTuR/Qsc2zeLz+/S3dWPJIYoVs5g5TV0tUzVKpGKZGjkBWynSSyaZGZmhs1b11OvV6hUqoTCGvPzi0TDGQyrhNn0053p5cTU95HFEIloD8GQD9WnEwgbTI/r2LqMYwsUy1nWj/aSykhUSzECWoiluXluvfUaevtSfPnvH+TkyeP8v5/5M+65569IJBI0GwLT0xP09vaSzWYp5psEg0EEQcByy0SiGqrPZGBggGgkxb9943l8ch+us0CyO4ig2ZQqVSQ5gCsXiYW6KC3p7NyyjWefe4Z4uBcBBctuUizPs2nrLkqlKRKJAk88+jm+8q9f4q23DxOUFKr1OlOLNQo1k/kzL5BIpEilUiSTKVxHIBReRhSCNBsrpW2DYQmzWEXXdZA1dFvHMJo4wSB23eby4ZM/FSb6UDTghiPieQOjF3xhbd94u9/Wq7l6/bZrySuZ09uB+a7PfoHBnp7VhDNwLld7y0Wwlm+3k9be2u5NhuKVVjhcexhYJ7P7pZy3032udV2t75dipu80gbmUScRaQNpO6Gvt75Rg55bbP8y993xy9ffxFsfpBN6d+mzd38XEazXo1NZ7zx+76zPcc89HzgPzdg2+5e65FGkH/V999/v+axWbkZDYNjBKTOslKPUQUENUihVcq8Hk6QM8/chDaLbL4Egv0ZiPdE+Y4R03UajEMHQ/zeoJfv49N+K3bOZOT0A5xRPfOk1vaiMDAxsp5UROHzUpLKpgB5DcDFZNRZR0lhYWCGohqrllgsEhUsl19PYMsP/gKcanCwSCYRSfQq1awCcJfOEv3opZ2ks6HiUSEbli5zVQaCD7bc5MPU8tfwJRjmNKEsGQRm5hDlybQs2guytJo9GgVqqT8askHANNifCed/wSmiAxGIug1AyKdVhYLhOPxRk7dZTciwppdQNHTxcJSn2UF1cmak0jjz9gUCnNUcwVKC/KOK7F4nyZ6VNVUuoAC+UGczmLRiXCwniO2ZPjvO71P49ebxAJaeTma+h2jImpEun4OhqNBuu3JZibniESaRAIFDm+7xjf/bdjOHWT4nyBxewU+eUpygWBoa0JXKdJTyxJuTBHz7BAKClz4vQU/sAwpXoBwVfDMG2q+Tp3/MwdTM+dxidFcS2TudkFIsEBNmwaJYCDJkvUGi6uFEELlxkcSSPKKnYjgt1IMHawTCGb50/++G66BlTe/o7bqJcqLM3muO2NN/H8sw9RKU+hSHVcu841V11Gf2+GRCxCJC4Tior0DcYJBoO4joqFAE6ap544SUDz09OvE4pEKCzX0YigWH40W6U/voH1/Rsx7QIv7N2LbUWR1BqCk2Igcy2KDwS1jC8QoVSBsnmQX3z7ldh6k7HsIgs1G13XCaDz+uuv5ubr9rBlU4JgsEQi0UQRRES3jiTVsJwSC0tZTjeWmXWazFsmi7qMrnUzmfNxdH5tjfTVKO3s5tbg3G5ib5nuvQVQ4EKylTeBCqxtBm/3o3q1Ou91teTeez7JVDZ7QZKX1jnb76ldU203+Xqvfa3ra93LWuDeaVsnbby1tNdZb3227qUdEJ9/7NiaxWVaEQSdQLt9UtE698UmFO3Pr3176zruvPNTpHqkVQBt9d2er99bBnetPr39rqWtrzURaO/P+xzuvPNTHdnw771jxdp0sfwHFyu09BMh2QmC8CXgdmDRdd3tZ7fdDdwJLJ1t9ruu6z54dt/HgF9ipY7Gb7qu+/DF+lc01V23q4toWsCwDJoNk4A/jiQqKHKAudkcgUAQW3RRNY1qXWfb9ssZHn4DL+59iorxGKHwHL09KSoli/rSBvbsuJ6Hv/0t/H4NQRbYs+t6SuUGsWSAyewhLtuT5PkXHyUW2YDeFKnUisjmIHPT86QiXfQMjZLq6uLhb99Hz8gAumlQL5dpqDo7t2/k8L5neMutb+bo8TM0K3E2X7mdowe/T2N2GkfbSF93iL3PPs9ATy/Ly8t09/Xi79rDL//qb3B87ARf/MKnWD8yQGgoxeWvvYnekV2EA35cyyaj9NK0HHyqzvEX7uefv/JJ4vEBdl9xOeNj3yI3c4bsmQhLuSzBoI9Mppf8cgVF0ahVG8iySiFfZMeOHRw4+SKqqtKVSeKPiIyMDLG0lOf0gTmCwRBNp0xA6qJSKZHJdNHU68TjMY4cmGD9xjjVap3FbJOR9UOcOX2Q/oFuZE2hXKmi+cPUCgqO26ShF+jpTaOqIqVak6a5yMhoN47eTSLWxze/9u+MDvUwM5NlcP0gsqhgWw6NpoMtNImnglx31QZe2HuQ0Y1bOH74MGFFYnE5iISKKNg4rs7tt9/Al//pH+jKxHnLW2/m6/feRzwS5aa3v5716zfwv/78SyhikvnsMumkSrNhI4katiXij6zEmS8sLNDV1YWiKExkT/KW297ASy+9gFFzUKQIji0hiqDrTUzTRPNJpDM9zM3Os2V7L9978jCxSAZVFNh9dZCtW/bw5Xse5s3vSvA/fue/E03uo5w/RVAexBdS0B2YnJymqdcY6OlCDuo09SrNZgPTcGg2XHTZplqvYZ0N/7RsG9WREUV55XoEH64DMU1AVVWu3njsP6zB/2e/1wCKKrmpbv+aJt1OmqBXc/NugwtJaN59XrmYhaA9i1v7vnaNutP5OhH3PnbXZ86LnW/dx8UY9C2N1Es+vBgprNP2ds37Ylo8rK1pd9LSvf209rWf82KTn9b3du3ce57Weqdysa117//DK13fWn2uJWtp717rxtU3b1mdcLTXHfCa6lvSybfeDt5rsfB/WA3+PwLw1wNV4O/aBoKq67qfamu7Ffgn4CqgF3gM2Oi67ppqhz8YdN96x/Uslo5jOzCfLeFXUxSLRVKpbuazORRFITO4k2gkwcGDB7n66teQGEhTKM0yu/gAqYTM5KkaI0NDvPz9OlghRtalWVjI4jiwmCty+dVXMj43wwc++H4OHvwahp3niYf2c9VlN+LzKxzaf4y+TB8njp3isitfwwsvvcjv/cGneezpp0imU8iuRK5kcustr0cVq/zO736My6+8hu17trP78jciNS0OPvM4e25+C4sTJ/jDu+6iKxYjGglx6vBhfuGu3yKVGSXdt4doJI1t25iNKqbjUq5UiIZ8mKZBqDuKT/WTjIbQazP4kgGMKiycOsnH/set3PKma3n5kUOYZpNwOMzs7DzN+kpFtHA4iKwIhEIBHNdA9cnImoAtNfCFVTS/yvTJBWpzQXxalFi3RjVfBFdkcTHHQP8ghmHhWAZTk3OMjo6QTPsplUoYuku93kQ3LTJ9GRZyCwQ0H/6ASCgiEY74MMwq+RJ0pQeZzy6xkDvDZVdsZOfW7dTLNd79rvfw+f/9BfY+P0koFEaTNfKFJQyjyQff/7N85R/uJxiIUV+usb6vj4W6wdTkMQaH4qTSMfRmjfVbt1DTq+h6g6GuAcymyVRumdm5abq7U8xlJxheN8SpI1nCoRT1mk4hXyfdpVKv1wkGgxiGsZI8SRW4+eYrQDB47qmXUKUuKtUiAiqypBIIqlTrS8wvVPBpIYIRm1rVoFGDwcwIO/eMsPelfVz92hF+++Mr71dXvIeQHESgiY6ObhuILhQqOQTRQg6L1OoVBEHAdWSWl6pE/WFCoRAN08BxHDS/j1KhiGFY1Gs6oWAMy7KwHBPTNHnTzjM/CoD/T32vYcVEf/M7t10wqHcCGS+4egHPCw6dtDEvIcubLMabDMULyK2B3Mu0b0lr0G354FsAXalXV7PcTWWzHcPygI5gfinJbir1Kr/9/v/jgkQwa4F7J+kUy/5Kk4WLEdIudq7WMV6LwXvvuHuVNNjeb4vX8Epug7UIhN7/n04Z/tbyt7dbfy7m0mh/Lt7/uxYxbq3fca2MdJ2Y9N7tneTHbqJ3XfcpIH+Jzd8O3Oe6ru667jgwxsqgcFExzCbFYhlJ0rBNFb3pYJkCPi2ELCtIosrb3/ZOCsUGN7zhrdhCgMe/8y327X2GQq7G+LFF6kWJ3ILFFVdcwdZt65mZnSQcjnPV5dfh92vkcots3LSFJ596iRtv+SXSmV1ce+1tKGoYvdqgq6eXWrPB0LpBDh0/QCQZ5XsvvsQ73/dzXPm6N/Dam2/jtre9F9MN8Ojjz/HGN72Det3himtvolJ38Idj/Mu3HqRpS2T6N7DrqtdhyD727T1AJNFNJrmZmG8ApxGktGgxeWKBJXTqfgdfjx+1WyYyFCQsdKM4Kk8/+SCz889w6Pjf8cjjf8Rc9h94w01xBHWCarVELB4iEg2gKArhcJhoLITPL6GbRfxBh2J5kcXcAkv5HLFYlFKuTCSQQLbD+LUA0WCQar6O2TBRRImerjRGs4Hg2jQbRXq6hhg7OYEouGiqSqPRwOfzIwgSsqTQ3d2N4zYIBFVkBZLJOJqmMD2TZXGhwMz0Em++/UZGRnt48eVn8AckJiZPkivMgyjgCi6SKqEoCrKocN8/fotGDUTZz/TCPI4MM4sTbNk9TDglkukPU67nWcgtUas3KRSrjI1NcejwGLWii2sEKOSKxKIateoioVAERVEQBIFgyEelUkOWVcrl6mqhIVXx851Hn+fev3sUnCC5XA5JVGg2LAzDplE3qdUaiKJMKBQhv1xCEARMS2dpsUgqY/EHf/x+/uVbT6GoDkPpDIIQJLtcwUBnLHuS5cIyDaOJg4vi89OoNXAsGxEBHBtVETFqJZqVArVijvLyAsvzM6iahKKCqrm4Qh1RNinWSiyXL/VVvLj8ON7rS5U77vzoahwysJp6FM6VPG3t95Lz2jV7bwiSF3y8ZtwWCLYY+rfc/mHee8fdq4P4ww98ehVovWlrWxrkYE/Pat9egPAO4t745k6gMJXNUqlXmcpmmcpmKZQq5/V5MWBttWktnUCxE5ivBWadpJNlw9uHF9xbv1OhVFmTT/GJ3/pgx3tomcE7JRTyLt7r6hQR4b0ub9t2F4TXlXKx+23tv+POj64e7y02BOd+w0tJN7tWkiWvPPzAp39ycfCCIAwDD7TN9H8RKAMvAR92XbcgCMLngOdc1/2Hs+2+CHzbdd2vtfX3y8AvAyiqcvmt770a3SmTzZawGnEazTqCIBAKhahWavT395OrF9CdCL/0y79G3XVYOHESTZaZnXsGwzpDs6Zz4riAadTp6YkS0AIIdpr5uUVi3WEK1SKbd17Btt2vQ0xsQWESa2mWmbGTHHjh2/RuupFIMISIwO4rrmR080Ym8zUarkskFic/XyCciOCYNRJ+k/v+9ku87W3vwAlvxbR0tgx28T/v+h3e+ku/R3c4RKVZIRHyoZeLfPruu/k/f/8D+MMBBH+FQHARVbGJGAU02SURBVEwSCRivONDf8DJQw2G+lWqVYNbbttKdXmJP7/rQ/iELr7+wJP8X7//TQYG+imXK9iWjN4QkRQDx9UZGu7CdpvU6kVsNwWutWINqNjMTGVxzBBBpYltWyznm3RlBiiVStiOya5dO5icnCCZ8lPJpTCtJoMjClOTC0TTNoLrY35xmb7BHmYXJggpQywvL9HX30OlUsZxLNJDaXZd3ovpLvDN+w+ycXQrpl4hGUqTSqZ56tmXCAZSuK6LIgpguviVAIvzsziqRN+6PvKVWW68/nIeeex5dl8+yOL8KUDGryQ4c7LI7MIy173mKl5+9jCJcAJZMVHVAI4NPX0JpqbO4Kh+otE4jUaDXC7HYG8f5XKZcDhMLpejXq+DpCFYYcKhBLZRoWnO4/P5KBUswqEYomTT3eunUGxSLNTo6vFRrZaJRtLU6uMElSHWbYjz0U9DUr2GdFInZz6LxhC6brBQn2EoPUyzotO0LBS/D8moIqsWiiLS1Ov4fUFK9SqFQgFRlnAFgVqjTlT1IwgCsdiK9q4oGtVyBdM0uWJw+kdCsvtRv9ft77bmUy6/9b27gLW1KK+0+9/bU7fCxTXYdrOn1wrQkpZW7jWttledu+/eu88jSrVyxL/3jrvPq/teqVf53Kc+vlpBrpN4Af6eez5ygTUBzrGv260DrefVkk733sk030leiRznXX8lSwtcSMxr39Z+Du/1r+UKWSvpTafncbFr7nTfF3sm7c+n9dnuZvGC+Q9SLGktjb2TWf/HbqKHjgNBN5BjJYvsHwE9rut+4AcZCFoSCIbc0d2DFMoSgWCaarPCr3zkd9kweiVPfOMfOT7zErtecxWuG+Xlw8fZtG0Xmb5tuE4Zw7ZIpJKYxSpGtc7Rg1/n6MEDnDx+gkQ4iCJAuH8Tc4U823fv4d0//yFKNVDVFJILglEmHJT568//P/zmR/+MA4f3U52a4OrXX8lcKUdXM0wgqCDJDoJoQmgZWQRVruFTaiiySzg+wZmJl9E0h1qlRNAXB0vHbNaIhQ1ct0Iy4RL3bUb+/7h77wDJzurM+3dzqtg5T08O0iQhEAIkEYQAk9YGG4wXG9tgm7W9NsFe8BpWH7ZhyXhtw7fAZ/DagDA2GINBApEEKCAJjUYzmjw9nVN15bo57B81NaopVfeMQHwIzj/dXfXe9966fes97znnOc8jS0hygiBEpFIpqvUqaTOFnhhYWpaV6io3/ad/gaCfIIgwEp3Z+QUGRiR6xiNETaZSCdk1fpBT5+aRFZ2pkzPs37WD4ydPkhnWGN6qkk3nOfz9VTYNDyGgc+LYDDt3bWZmdoqd+3Zy8tAMgRMj6xaiAvgieiJzdvYMuXw/ghhjaHk8L8IwZRI8rr1+Pw8dvRtJNPBdFUFqYJhjrC4VqJTKaIpEylKxRgLUnIKVzrB2IsQthwxM5DBTErfddj/7r9xN/4DK4nwF35cRNRsrlaPecLnppVdyyz/dxk2/uItySeDoXac5cOAAhx86xMBAL719WWQhRf9gnrMLJ7nqKU8mnc3xf977L1hWCiFSWJhbIomgd7iXVNpgrbhMJmtRWqnjeQGSqKMoCrZTxTRNwiDG90M0zUBApF5vbi51o8mJICk+9YqPpmmkMgaF0hqKprJjxziNaJXtm7fxh783xtB4E0hnZRQUMSTAxwnWUCQRP3ARIg9BECjV7CY6nqZoUm9vL56zShxBFCVIkowkSazaEbqskdJTBKKI47k06s1r+YX9P36K/if9vYZmiv7AtbsuciItZrcWHWw7mU2ng+7GfNctnXzNjbt55a/d3HXR/dv3ve1CfbxzzstZoC+nV7lznvZNQLu99hUvXNdxtqxbnbo1rhvqvX3MpVDg672+Xs/5epFutw6Hdr749UiJOssm7en2bpmIlgb9ein9jUoZj9U673N7er7b//OxtMF1EzXq9jf86A7+ce2DT5JkufW7IAgfA758/s95YLxt6BiXatoVRHr6JlBUkUMPHGPT5BCHTh+hikycSuid6MNTfDwaDO4DlzyqAAAgAElEQVQaoWe8j1AIyY4q1GoudcqoGYVMTy8v3vI2lhf/hm3hZobyBmdPnSCf2YyVm2D75F4iN0YVdcLiQ6iGRj6nIMsBL3vZfsaFu+jfVaVinGDvRMCKU8KMTQQxJI59wshhvvEfhFGMa1cpuWVEIYKpHEFQJDEVxodGUaSEtKKQ+AL5TAZR1OnJqgSe3pS5FWI0LYUsyORymxBJiJOQhldBlgRufP5Wbv1iieWlInndQksrFCsBub4hIjvBSCROnDiOIOt4UYSRAj0b0DMGvYN5/EaJueV5/IaM6yQ4dgMQCaOAwcF+jh45hlON0GUL17VJif2MT2xi5uxJtuwYZa3ooioxihZTLJXJ9w4gSiq3/tv36R0KKZdXefLB5/L9O79LrNWaqm5JxK4rrqSvxyJJVSjUClh6mtOls/SY/ayuVJFLEc942n4KKy4z51YZHBxheu4UPX0Gguixbf8AM8vH2L13C7qk4ZTq5PJDqCZMbM0yNDjA8WPTbBob5vTUDGZW59Chu5lbmEfSTFQtobhSoqcnRxg2udwFwSSVSmGaBklepFyqEoUCYRhCIhIGIAgSEOM6HppmgBCg6SaKIpIkEVEUACFBEFMqOaQzFg3b5syDc+h9Aqcbs5x8yGDLlieTMZZZqt1FT3orceTghcskKIRxiERTSCmVgp6e9AX9d9ctYBoKnhcgSgK+72BZeXqVfgLHxa77LJdKrJVKyFaOyP/Jic08rt/rNmt3at0cOVwMOurknM9n07zude8731r2aNKV9UhF4JGsQKcwTae1byS6WbfNR8u6zdnttXYHvJ5T6gYKbCnHXaqnvxvgrXWubtFqt+Par7Ezmm239k1be9q8GwCxdWy3skmn4E17xqUdaNl+v9rT+52f50e1zu6CVjmg9cyst2lrt/U2jJ26B52OvfWdeCKl6IeTJFk8//sbgGuSJHmlIAhXAJ/mETDON4DtG4FxhrfuSX773R9mbaHMzu07qNWnSRub8XyJL/2f/5erb9hHqKpM9G5HNxzsxir5vIEleqTSJp6zgqQ2CCMHKTODVy/QkzWxlAZRYJOVSyRiQCLGZPMZCmtlctYgjlemUJnFSOnMzZ/jpC3gxSHDqknVtRHTOtvkLIIYoSgSPT05xtLbEEURRVTQVQNVVQnFOQLfJUkSJEEl9gWwQuI4RkaBWEIUFEQ9JgxDXNdH181mTZs0khCQsnSKtQaKpvOmd/8bZ49u4+TRWaQ4IjtioIoGSzM2PZaBpiWIlsr0uXkGhgZJ9UWkeyIGJnr47ldPM5QZo7xaxa9ZbNrZy/JSAVmWSWVjRCki3TPA6nQFIYZUPkvQCJldWCQ/DP0jMqqWIa6IzM9UURWLaq1MLm9RK4i89Ff2MbFpiA+855NMbtpJseEwObmFB488yJat4yC4rFXmMK009YpPVutjaX6ZTJ/OgYN7WVxcRJFVFDlDpVIh3R8hqg2OHD7Lk5/7DAzN5eH7q4z0pDnxQB0pKyCbC+zYPcDsTAGCQXpTKY4eO8xVTz5AqVhlaXGFvh4LTTZYmCkhxgaBH1GzG4yNj7C6ukoQeFx7zVXMzy1z5vQ8qmIiyyKu2wTbSZJCHCW4ro+kePT2DNCwayRJyOh4Hymz+YUsltcYnRhldW0F24/ID2VYWJriygMWtZkar/+jJ/H061cRwgkCoUYkNNAklTCKEaKmkFIUNaN327aRZRnf9/G9hHw+T6XSQFEUojBBNCOESCAJYxpBgON7ZPQ8di3k2l0nflIR/OP2vQbYtHVL8pb3vBO4OBUOXEhtd1p7WryT9nMj60y1t+xyFs3OvuVLRWrdxrXGrhfttdL83Yhs1otM4dHp7/WcdGtsN4KY1phuPeTtUXxnxNwp39pp6zn/difdHrWv1wXRmaZfT8im8/N0RtyX4+Q3AhGudy0tAGc+m77oubyUdVMs7BQ66rT/3yN4QRA+AzwT6BMEYQ74H8AzBUE4QDOVdw74XYAkSY4KgvDPwMNACPz+pRYBWRQxJYHezeMszp7E9aZZ8j5JLjfETTeuUvaO0pcbYtdEkZ4+nzipkgg1nPJZsmmDmjiDlY8QlRDb7ydWbDJpDc8uYpkCa5GAYYmUSqssLi8T+CFHZk4TxDZOYCMIIMkSV07spFypsqN3M5meEUqhw7ieRlVlRAkEIUFOpgCRIIiouBGJLZDu6cENm7rdhiwSElNr1BGEGFGUSWIREgU5jEmSqCkFGiUE+PRnepBFkYQAQRIp1xt4rs5aqYCgRLgVj7UTHgP9LnGY4LgRpVIdLZfC1FJ4dZ+RLXkGxhRKpTK1QoJm+2halorfYGFhjlrNZs+ePRw/+QB9/Sn0dG+TNlaQGBgd4ttfu52BkWF6x+DgU7dy6vgctTUfQYzI5tKEkU8YxGimwtGHj1Ot1RgaHuXo8SMMjm7G9300Q2Z4dICHHr6fyclNLC2uMTywCafqsO/gPmYXTvHAA/fjui62Xed5L3gJx04eYd/oNn7wwANcsXc3lVKFmdIMUTjI2bPT+GEP+7ZMsFaxOXt8Hkk0cWoOC1PLjI1tZXWxzvJShVx2mGJxBsuMeeazb+CB+x7G9wOCJGBpaQnDMBBFkSNHD9PXO4Qkic32N80knTGoVRvEsU+CgKpJ+EGE4zgEfoQogaoYnDp5GsMwCKKAWJjHDwI8yWM8N8DmzBj1uMTcaoOp2ZibhJ3UhQaSrBK4MbGgEoUBsRcQxwmaphFFEYpkEAYhrh2iqmlkyUQgQJENPMcmcetkzQySqiGEEqomoQsigv74JON+0t9raJYg4OK0eKu+3Q6K61w4W2O7LYDr6ci3z99preioXcimdc6WtS/ana1Q61m3hX69xb/b6xsB4TpR6t3eh87o9dGEMpdCqLfmKCxG3Pbl91/k+DsdbKdzbmf7a3e2TfDf7q7OunPO9vk6eQFa1n7udqBc6/eNNiGdtjH48JENVt/w7ouAj7d9+f0Xkdv8ONYtkl/vub5ce8Iy2e3d25v8+1eux/dCGk4RlDmWlzchyRpqY5mByUHWHI++njyO30BSZBJUAqtMuVimseqwUrQRdJOU0ODc3GLTaesqwyMjZESdJLLJZdOMDI1iaWkkX0ckQE4kJFEncBTWdAfEhEwUUnZKRIZC2vWAGFEU0TSNlaDSRIDHEg3XIwxiPDxkWcV3PSbGhnDsGhmhH1kLESSfRJCaHQG+g6rJaDogBEiSRNUJMHSJtVIZxRzj5JkZ/uTPT+K5Jo1GjYySwy2ZVKpFNJ3zwMM0uWGP+alVqlUYv1Lk6uduxV+L+eE3q5QWaiRSQM9oH3u2bSPw4eiRU+w/uIMHD9+LqKaprzpEfoigSvSa/Zi5FPTVUAyXRgUsr6mqt7S4xoH9V3F26iQRFgk+jh3yqlf+Bl/79iepFGImJjfx8KkjbNk+ipvUUIHB/DjHj8yyZcsk585NIclNBjlVlekfyLF1r8E3v34fz3j6i/CYZ88V2/nat25jYnMGp9RDrT5PtZClUVmir3cAw0ixtFggl+1H0RMkSaCwukzkSciywrU3HOD2279Jykzh1hx6e/sJA4Fjx07Q29tL4EeMjaUACVMb5PCDx9A0jUxOQlE0klhgcXEZQRDJpHMUi1UsM4WsSFgphWq5zMDAALqpcfz0cYZHh2gUVxkaGyDdJzNfXqLiOEhhxC2f+C16Rh/GiRLCWp1M2kQQIwxVQBQhpcoU60UkScLzvKY8sGZSqzZQVR1BkLDMFI16hOe4FJeLuHFMEEdgpWlUA37xmnM/E0x2W3ZsT9754Q8BGzvrzsimffxGEXin44buTrndYV8u6rnbtV7KukXt7ZuWjXq5oXtE394psB7YbaN+70uB3jqvYb0U/XpgvM5zdUbhrWvvplB3OU55Pd6BS4Hw2l+/FMhuPcBeJ4Dxg5/47IVjHwvIbj17PCP4J6yD33dVPvn816/H8SKiKCGKBebnZ0mShDCJiGk+EL7fBDopioJlWeTTOYgTDFUjm0o3x3s+giAgJJxXT4uJw5g4bs4hyQmSJOH7DoIkESQxiSggSgqxHwDgRSGIAoIg0KhXUDSVRDhf9wxjRFHAMDRMS0eWZdYKi2iaduEakyQha6aJk6AZ/YsygR+TCA6KpuLHMQ3bJkyac/lehUSQ6Rl5Et++4z7ee/MZgorVFOExckzPrGKaOpqaagqqZAyq0Qq6oaKZAldeNckd3zrBWO8Yvr9MYGcQIwM/cPnTN7+au+67m4dOniU9oCBrMYfvWiL0JDJWmlzKpFbx2XvVNqReFyud49y5cyi2wlqhiiQp1Ko+SSxhVxMSXNJZlaFRE9MS2LH1qXzzm98miUVSqRRxDIIe4jgeZ4/PMDE8SblcZngiy+LyAv19V5AbKnHNk67mO9++k5GxSTTLJxFivnX7Azzt2iczNzdHyujj3Klldu4ZJk4MZufm2bJ9gsFhi5MPL2I3PHQthevV0XUNNeNTL7qEdZCMCCOt4ZclMlmDlZUCmpLBi338wKEnp6MJaY4fm2LzjkHOzp4hnc2Q0XI01lysdIpGLUQUNFZWl9ixczNnpk4RxzFXXrkH13WZnZ3F8xtk8jlkVSaRbbbu3o2oFEkclX/+9NOROEPRAUmIEMUEWY1IkgCRJlGQIAj4UUylWkfWDWpVl0qlgqJIKFpMWm86i5ZGvO/71J0Q10n4xacVfuYcfMvWIwHprMG3rLM96cexS6VHO8/dbfylFvVu804MD19A0D8W69bz3bJWH383FDpcDKBr2Xrp+3br3FR0s25Ax84yQScTYCcd70bytD+KbbQBWQ9l3y1d3+2etN/DTsKbjayzVHQpidnbvvx+vvjJ+376ILvH02zb5YdHjxEnCaIoIikyQ9k+iBMUWcC0dBRRQs9kEMVmO38cx8iBQBzHKJIEfkTg+RiJQERMHMcEgU8URdSCEF1Xm/XOKMJ3bRRNJvADIqEZFSdhhF9vLroBMYIoIooiVtpEkWQkUSRJEjKZDHEc43kOlVIRP3CR1IhEFJAkCUWEKIrx4wRJlgmIiYOQMEzwwgAxiImSBNv1CcMQWU+QpAQra7BWnaZ/RCWXNbDDNJ4j0rB9RkcHCMMEuxEQxwK1qgcpSCJIQhkxsogDiWq1hmnK2LaNV7dRNZFYinjyM3ZQ9RXuuPcOdu5TiQKFfK6PwPXwwxhdybO25LE2O8Pk9gDf9qgUfaJYxAtCkAREOUGWJRTNQJJECis1FFUkl5lH12WymX4kSeXUySn6xzMkUVPxTtFlUtk0S3NrZPqG8cKYvk1Zjh+do16NmJ5aYnisFz/ySWKZ06dmGRoc4fjRc4wPb6FRb3Du7DRD48PUqxUy+Zg4jFicX2B8fDNxmBD6IUHFo79niDMrU4wODjIyMsidp+5DEPuI45ipqSmGxoeJoqgpXKSZaJpGwy6yd98OqvUaUhhTiSvYDQVQKBQKWGaamekFctl+crkcJ0+eob+/hzgJMU0TVVVRdZWGZ1MsLNA/aOG5MkeOldmx3USTGsRCBIQ4vksYeSzMlQmDGEGScb2Amt2gLzsCqOhyGklqKixint+QJwlRGBIlIZIQY2jKT+ur+pgtiqILKfNui1vLWbaQytBdN3sjIpGNHHI3Z345jvqxlAbaz7XecTW7fkHABB5bT/pG41sZjKZj797+djkqdC17xOFtDKprH9sNL9Btjs7IvZuqXLfztOZtR9tvpHnfAiV2vv7IdT367/VaCFuvt5cINgLadaOebT33l6Mf/7wXvYkvfvJXLzmumz1hI/j9B3qTW79xE0HsESUxURQgJhpxEpJ4HkngA5CoehP9DMiyTD0Km2xwYYiuN1ufsD3COCYmIRCan1eSVOr1KkEQoCgy6YxFECWEoY9hamiyBEICfvM8fhyB2KQ1tZ0qiiAhCQJyIpAfGSYMQ2y7ThC6AMSY+H5zM9H6KekqceLieQ4gNuurikAQBEhiTCaTQpJEiqU6mqlhpQ1WVpdIopivfM7l61+tEIUqjeWmIzWNNIaepVwuEyc+MSn8wEU2XHbus/A8iemTNa69diff+/ZDqEKa0bE+XvWaX+Yb3/ouI1sFTp5Z4KFDs+wc3cny8jL1eo2G73H1k0SKxZi1ChiGgkIfppGlUFghnUmdxw2ENIogKwm6IaOqOiIaRqaOaWT5wd1HuPKK/XhuiO1VsVIGSZJQKK3heR5akCYzMMqpmfv5T6/ZS+2sxanTh+np70MUclhZAUQHQ206VCFRWFlcwXdiNk1sZ6WwSH7ApH9Yp7oiIUsaS4trqJpEKmVSqhWJo4Qtk5OcmzrN5PgYbuCzVqjQ29uL47iU6zUEEZx6A3yZTDqPpEG612KtVMBSNBanlqg3Qnp6erBtG10ziSJAkKhWy0xMDtKwywwODrK6ukQqmycBSrUVZNllaHgSVckw0Ffgjf/tGYxtPtYUiSFCkpubSUXME4YxUQyVeoNEgP6sRaPhUa9XUTURVUsII4koihDPbzYFQcBzXOq1gGfvXfmZiOC379qZfOjvP/qYo+/2hfJSEfdG9lgYxC5FNfp42CPO+GLbqI0NHk27uvWKHRex9q3HfrdRX/h6EWs3p9gN/LdeuyJ075FvXWf7ses51vWAhJdzLd3u3WNB2a93f9o/z+WIyXQC7C7Xfu7EZsLIZ624SLlSo15zadiwvLLI8uoSy/UiVSGgJkeUnQZlp0HNd/GFBNd1iaIIQZaoOg2WSmusunVKvk3dd4njGAFwnTLZjMHwcJ5sVsNuFKlU1wh9m1pxiZXlKVYXzhJGLnHiI8lNJ2aYCrJg4EciNT+h4AacWy4ws7rGXLHEYrnGUqXOcnGFQmWNil0llhIEVcRDoOaHhJJCour4gogXROi6jqGp+HYVt1YmbYlk0yZ23abX0BjPW/zqb2zF6nOI5DpWJkXKyhAEAX5QY2xTir5BEU0PSFs62VSaWilifrqKKGgcOvQQY6MTqKqK7/u88b++m5WFRXqtIb7zhSlG0mNMnzvKyITC4ATsPiDwh3/26+y6aitDk5sY2TRIGCVUl1fA8XHWqsT1AEtIEUUJ6YxOJqsRhDbVWoXQMzl9cpHxsUlKpQq2baMKOtVSA1GR6OlLc83TDzKzuMStX/srtARS9m7mpx0sswfTyDN9xuXo4Xn6+gZYXFgj8EVEDJJY4Ird2/Adm+HBEVJ6jqX5Mmura5w5dZZ8tge77mDXHXRJQTcUbL8CoUPkNjhz9gSZTJalpWXOTZ9hZXUFURTp6x3GMEwajQaOHbO8VMQyM0yMb0ZVVZ570zNJZyWGR7M0nAJ+0CCdlcj3GhSLq+RzvRw/dqqZ7fEjHMfDc2M2j+6gMO8yMAK2PcShBwKwNLA0ZN3AkA0sQSfy1wj9VYS4REr3MFWPWmMG0wwZ6M+TTWcIPQE1idCFhJQiIUcBShwShzGKpP60v7KXbVEcP8q5d7J6bSS+0T5+I1tvse02dzu4ab2xj5d1nme9KG6jenTLwXQCyd7xx69dlwIYHtkEXHPj7otaylrzdUbfrTGt1zvn7Zb2bjn0t779gxeuq71lrgWAa73ebu3nbf+s3TIF62062q91o7m6tel1s/bP1z536/XLyYJ0Pj/tgLrO5+HxlIt9wjr4mISKb7NSq7JcLbNaqyLJMqqhoxo6tcCl1Kgh6yqxCF4UUK5XcYoVGsUKbqlK7PrIUYKuqBiKiiYrmKJCSlIxdJVatcTy4iLVyhqmoSEICSlLZ7A/z+jgIFsmRtF1FUkScJwGhcIKy8uLuK6H4/n4YYiXxBSrNUq1Bg0vwAlCnCBEUiMEOSARPRy/Qqm6TLlWpVKvYXsutudSrlWRBRFJAEkAVZEwNRXHLuC6ZVynhCJ6ZDMym7fkyOZ1+vvzxEmIqmpkMhkEMWF5ZZ5avU42G+D4a6wV13BsiL0sIOLYCWtra6TTaWZn59iza5RszuP/+9//Sv+Ayrbtg0xuziFKHps2D/C06w/wta/fz/fvPINtw+Gjc8SCRxIHjAwPkbIsQj+iUbMJ/KjZ5hU3+8L7+3upVlw01UIQJMKgKYfrOA6SpBAEAY5n4zgOr3rVDXzuM1/iIx/573zuH/8V1xZZXqxy6sQMlWJEyhygsFKjUvJxbYHAF/FcKKwusmXrJFNT06wVyuRSeQBUVaXRaFCv15mcnGyWRxSJpaUFBvr7yGUyZLNZJicnUVUV09TZtGkMx3apVGr05Jupez9oMLFpmFRaY+rccfygwYkTx6jXyxiGwu49O+jtzeMHdfoHsgRBQD6fJ53O4Ps+uVyOkZERRkZGmJteRkpkllbPcfL0DB/96Beam9EgIAxDoiAm9CMUKUJVBHRNQFOBxCeTzuG6IdPnFjlzep5zU8tEvgdRiJjE+I6N26gThs3y08+KRVF0SQfeaZfrYC8Vcbcvqp1jf1Qn3oqY22lFNwIBdmYi8tl0V4cFP5qSHDzC8NeurNZSWmvPGFwOKK39/fUi/87jrrlxNzOLi7z9Qx+/6Fzdatudx7coatdLnbc71E5n3f5et6i+/fV22uPW693GdX7e9k1Pa557bj/WlXq3Za1nrf1n65m75VM3/1i97hvZE7YGH0cJcSSgK010tGGINOo+oRMShmGzZSkICNwmCllVVTRdQR9MNwFzgY0gxISRi90oN7nNZZVGIKIKGoIYkj9PLGLbdlNwRJcII59iNSCOQxJiPFcmEQX8MMD1m6IfGVNA1jUkWSTwPUQiBFEgiJtfXtu26cuNIwgSggiyDLJmMJzPosr9iHEEcUgUeoiaSBg6uM4a/X19qIqKJJtoqsT4xHbq9Tq57AC//ye30zcywFpxicA1oLeA3RCplhJSGQXTSKPLFj25IvsPPJ2V8iyvfPVujpz6Ai940ZP450/MM3OmgtEDg5PbmZo5xvhknsK8hyQtkig6tWiJbcN5hJLJcnGFrJli9tg0Nz33aRx7+CS+KlFq1LFtG9NMUW80kBQdRclQWKmSJDqCMsXcvMfeK3fju3VGB0dYmFsklR6kVJln/7XjXHPdk7nv/rv4rVdfxd9/+Dt86lNHeOtbXsJn/uFuNMEickSG+xLCapUHvhkzNB5iZfOcPVVHs1LkRsc4cfYkg0O9hFFEz+AmyqsCqhzg+lW2bhujYZcxVJ3ATxgZztHTn2PLth38xQf+K896+m+TTQ/w1KsP8rWv3cXOXZvpHzQZGhzFj4pEsYoXVkEM6Rvux6lEaJrC6opAQfBZWJjhqdfuZWUlQpP6GBwqctddP2RseJxf+sXr+Pev3IbtwZZdY4yMyJw5VSEJDPxKhcltY+QCG0mSkFQJURSI44SlhSLpdBYniPADiJEIHJl8JkUu3czWLC8vs1pz8YMERZWwHQVRkBnozVAP7J/2V/ZHtm7pyssBH3WzS6VA13Pi7Zrd69l6Y7rVU9fDFnTW+lt98N0U2NqtPd3dCVYD1kW4b2SdKf71xrdHr61zdDtXU9b34xcRtKyH5m868Is/W+v39lp683Ne/H4nD33rXnz8s//Ba1/xQuBiIOIj96p7NqQz6t9o09K5GWgft14mYD0sRjvWpBu5zY/y/HfaE7YGv22Xkfz1J3ciK80apShCTyZzoZ7daDSa9XNNRpIEJLnZbmWfRyJLkoiu6wCIkk4URSSxQKPhkCSA2GQ1k+UmBagoisRBiCiK51nKYkQJgkQnSmJiIBGaPbzFWpEwjFGUprpYuj9H4PvUSxUMRcXUDeLAJp1OAzFJ0iQscWoVothDVURkWUaWFRQlRRAHVJ0GUaIShjH9/RqBp7MyZ3LiSIWZ6SXuPXwKP1YJGmPs3TFKJTiBW9OYOx0Rug59PYMUKzZmtsZvvfblZDbfit/oZeZEkXyfwK1fmuLMaXjVq57PXQ9+l7S2FVk7jpnspLC6zC2fuoF3/e3XSeIMT3v6dr7zjYRP/eM3UZM++nrSlNbKyLqJKArNbEDGaLZ04fEnb7+JqXPH+OIt0/Snn8nM9HdRRYskFpAVkcnNwxx66AibJ7czv7yK49mEYcCzXmgheCZDqafylS/cRqZ/ENf1KRWrZHMpRDHG8zwa9RhVSxPEHpt3pXAaBiNDAps399M/MMHnPv9tcpaG5zkEocvAQA9h5ONUZMbHJ1goHiGdNxFQ8RohxfIiz37WjZw+NU/NW2Hrts2cOHGUqTNr9ObHyCmDLK1NESUepqVi6Gnskofrukxu2sJacZWFhQVe+rKns/dgP3/1329l775dNMKjjA0c4Navf4/JzZtJZQ0Wp1fpHZaJxTpX7byWnqGT/Jc3N1vhwjBs1t8VBc20WC2s4foBupGlbjsosUSSNEGjstQsrwiigR+GRITolo7v+8hKgiJrXL/58aGq/UlbO9HNE83aI6n2BXajBXejxRvWxw6018pb1lmb7ow+WzX2Toazzha0dnuE7a8TgNe9nt1uLVT+eqj99TYU7dey3rGd1gmKa92D9awTmd+6X90IdC6FE2g/f2uOSxH8dAMStjvrlv24vezwBKGqfTxNFEV0vRmVC0JCHMcUCivIsnxeKa3ZQy3JCbZdx/ddqpUGm8YniaImcUySJMRxgh8EuK4LiARRiChIpFIZ6vU6giiSCAKKpiMqCXEcIkRc6M92as2FOBEE6q5NkiRYmdT5xVnENE1Wl5aQZZl8Loul6oiCgFsvoMpyc8MQxiRhDVUDVWsC/4IgYa1oI2kLRDFESQrbTXDsiDu/JnPi2EPMnqsRhykG+kfYs+2pbNm5hc99+oecOjvF5is0jj40jRgMEngOV+zZwTe+dxc98lZ86X5GtswzlruBY8oy116/m107jnPy5CxPe/o2pgvHkaMsm7Zcyf3fm+U1v/VK5qp3cdWTdiKQobdHRNVdnnrtDkqLGR4++kN6c32sFFfYtGkcUcqfB3qB7YTYZZP+7H4G+lyOH/syhiTgBzAytB3XrXPq7GkGx22yfVUqbsi+rXs5cuPlhEEAACAASURBVOQIWnI1dnQ/itGgr3eEQrVCEjc3UUkSEScRnu8QBRYeEX3DBvV6HQmFcrGMP5xiaWEOu97Ara2RTqdoNGqcmy6Ty2WRyHLnnXeyY98QsmRw/NgUupyifyjPrbd9hcDV2XlggrvuuRtdl3neC57Ll//9GySGQLVYZXCoB0GKCfCZOjvH6NgAtXqFgwcP4rkB99x5hDvuWOOap17P/fcdZmJyjJue/1z6hnr418/dytKSRE9mEMctMDw0SijOsHmbgOtHZLI9TcCm3eSgrxYKlCo1wiAGSScKm+WiOALXDfD8iGq1QSYvoRkiMQKyEuCFDkEgUVh9fNTknqj2eEU0G80Pj468Lyey74bAX29Bb3UPtKPY27XuOyVwW2NajqV1HyaGhzsEct5/QZq13Z73ojddQOu3X+N6LG/dHHYL6d8tnd95fLdo/bE693ZbD1gHF+MP2jcsnfrxLVxA+/j1ztdC2zcV51570XHNe3gxILJzA9atg6N9M7fec7TR8/1To6r9SdqO3Uby4X/cgm40a+BJklyQ+RTPt6clSYKuKYRhgO/7zQguiPF9H0lUEAQFAYl0X7qpEoZI4EeAgO175zcROo7jYJomru8higJh1EzFC0KCRLPHXpQlvDjEsiwWZwrouoiqgKkJxL4PgoCmaaRzWVRdw3NsbNsFBCRROy8vqlO1K3iuTBAYVCsah+5fQBITZDEmm+lHFmUOPrNEvscEqY4gRFSrdQaHetHTMTOzC4yOPJ03vf5uVuY9Vs/AtU/exo3PfgYf+Mit+PE5PvLx1yNKUxx+8BAv/QWDwYFBisEKQaBw61dP8E8fG2bzpq18+xvf461/+husVr7Ds268jq0HC2SwWF1q8PBMDw89sMy//MODlIsFBgeHufapB5mbW6RUrHHyxDS6ZuLVYl74kuvo7+/n07d8knd/8HWMj2zmv/zOeykVU2SzGVZKZ7n22n08cOhedh7I82u/fS3LhbP83Z9PYVgwvimP63pMn9BJkub/OpvTiWKf0JdJYp1Mr8ymHQqNWoaYGRamFhkb3sLyShFR1ymv1TEtHUGIyeYsZFmksFxEV7N41OjpHWXq7AI5XcBKmXieR7FYJNFMRkb7CaICZ86ucMP1VzF7fIltk5s5fPgwajaFmrc4dc80+/bvZG5uBk0zkCWLk2fO8upfv4lbPvM1DLWZIXjydVt5zrOfwbe/cS8PHjqB76+xaeswjXKGT906QSo9jes0+eabvPhCk1UvcTFSafwgxHYCohBUy0DTDOxGU/99ZmaO3t4sSZLgBiFBGBIlMTlVRVFUnrln7ucqgn88Ip/HapeK1OHy8ACXy13fPne7al17NNqKJIELGvOdRD7AheNaG4JW9N3JCthyOJ3CMMCjnH47Av7tH/o4+WyaN/zmK4CLywatDEK3DAGsHzW3/l5PTGcjRH03zMB6KPfO8sZ6wjzdPlf7vVjv8/3Bm/8C6C4scynehNb/ozNjBI88Lz93RDdX7rOST94yTqq3l1gAN4yI3OhC/T0MQzKZDJVSHctMIwgSqVQaIgk/DllxS/i+gyQkKJJMo9Fo8sUrCr7vY3tN595M50tYlkWU1NFEGVVQCBJYLq6RV/IgBFgp+TxCP6G/x4JEQVMNbKdKw2s6/qlzs+hmhlrdZqhnjJXlEpaVxnZKIDpYlkEQayyvlUmEmL6hLNlUAVlRWF4rksgyhmmiRCYAhqnhOA1c18ZUVRLZRdMURNHk0F1P4UufvQ/RG+AXXr6dO+88xBc+8TDbdu8BdQEz2cE1L/4ef3rzFWiYEChECMyvLvI375ylv+8gjpOnVP0+f/6+K0ipEAchuiHiRGn+8i/L3H/n/VBUWVv2uerq/aQ3RZw9LJK2MqzOP4SYaPzKy7fx+2/JECTLlFau5vP/usw733A7dx/5KL/2n99IeU3FDQWExCOf68d1fVyvTP9ADwODPUyfLVKruuSHKgjBGNVqlSiKyGaz+L5P6LkEYsTAcA/V+hl+6aXXsTNvcqYoc3SmSqGwQuSu8fznPYO//l+3cNXBYXIDuzh64jippJel5VVkTSbdE5PJGgiVEFFWWVhaxrLyREJAqbzC3oNXs7paQTVc0j1LDPXv4s9vfiU3XP0WnnL1dobHI+6/Q2bvvl18765bSUKDPQdU3vM3v8CLbvgMe64Z547b6+TFLD15hbp9jq1bexnevIUw8HjKdQIvfgVkTIVSpUgU+whCgqaLSJJAPYmIoyYbYq3qUq+7yEqOkydPks/nkWUZy7IYytLULohjqraDLKl4pSKSpPD8J1V/Jhz8lh3bkz951188Joe50dhui+PlkIdsNKYbd3232mjnQtwtUtsoelvvOlrsdq2UfCdrW0vRrN3aI8WWdY6B5kagk/ymG6/7NTfu5nWve9+FjofWce217vY51nOyne93Wmc7Xcs6yXpa17lRv3vnebu93zcs8brXvY/XvuKFj0rnt0f/r/y1m3nDb77isoR22tXlNrL19BAuFb3/3BHdCECMSL3hEEYJXhziN1x0XUfXdYIgwLZtEknETyKiICRxJJJQwA09vNhHN3QUQSTwXFRVvQCoi+OYoYExXLfZNqdpCqosEsUybsMhlbeoV6pkU2mkKEAQI0zLwLIMQMTzHBYXlkil0thOBc+NUNUajuNQc1yiMGE+PIvnhahWQiqvYFoqjuMgBC7pbBM3kLIE7IaIrElYZl+TbQ8JUUjwfZe1Qol0OoVp6OQsFT9OmmpjcUgqd5ZEPcnokMhXb/0epjXMa954FbWSx/0PLbNp0w5GRvuZOzWGJJ9C1csIgsXYyDXMnJvCroX8/ttUiquDqMEwq5VDjA2Psbq6zNahA0yd/gJxJBH4ErIkUq9XYU3AD+qEQYgX+KiKz9CmCEHI4NYi7v3BD9FSMc//5b288U//G7WqiCTr6MoqcajRsEuEYYysJCyvzFEozhJ6KZy6RLKUwrRqiFKMJIs4bq2Jj1AbbN9xFatrK7z+D17J777+KWSZ5a3v+jyDw5soVxx2Tm5H0ld4x1+9mMmRG3jLn38Y1wXD8EBsECYBUTCE71gMZGFqdg7DMJBkgVJ5jYNXXcn0zCl6+0dJJJ+Fs70c/cEJyuX38Nrfew7XP3uMT/yvU6zW7uT3/uTFBB84zPe+uI352R/w26/6B37tP7+c09Pz7LvKobI8hShmmBjKM7llJ7d/5+v85Xt+h5teXGC+9E1sz8BQ8qjniWnqjWYbYaIo+F5EGMZUKw5hAP09CpuHepptlIYBQKMREEUQI5N4Cm4UoqYGzqvfVX9q39cfxR5LdL7R2I2c66WOaVnnBqIT9NQ+f/t5LqWAt971tObd6Fr7hiU+9bH30DcstfGfP1Lv7bwnE8PDFxxVe42+HeTVGvNYrZX6v+bG3bzrHW941PvdQGnrvd9uLef79g99/IK+egsvABcrzrXKGN3m7ha5t0fhF6P2Ad58UUR+5uhJ/uDNnwVuPp+eP0Zh8W0X7nvnhqI9S9Iqk6xHq9xul3p2Oq015ueO6GbXFUbysc9uJ0EkTJq9s4YuX6B9tSwLz/OohwEg4nshpmkBEMQRURwjKxLECUloo+t6k6I2jptp+YqPLMuoapPNznVd/DiiJ5XFqTsYKYtSvUGttorr2sSxiIiJLOksr9romsXo6CiV6gqG4lOrVxkc6adYXcMwNap2DVEUUVUVz/OQFREpbmYQNK3ZkhcRcXZ6BSGJyVgSaVNFTCA7mEGSJFy3jmkZNBoNDCnAMNOEASAYZPpEKkUPBQXd6OX0iTqfvuUEa0uweWIvP/z+DHuuknjWC/Zz/XMCzi18nXxuE4d+KPG/3+k3Nc+9Cv/xjSGKtVUEfRghksjpw/zdRw9z+sQwRx+cIqrnqVQW6e3XWJxyuPIpCkvzdXRtE1dcrfFn/+MAk5lxfnDofg4euJZv3X077/27e3nKwWfx6Y/eTj47wMriAv09W1ldXWVwcBhBSKjVarz+TU/hnnvuQWKAe767SCqVam6Czpc7wjAkbeosl5foH7Yo1pZ4xzuexUte9Dw+8uFDvO8d30QRdfrSOqV6mWxWIAiKHLxuhGfe+CTe/+7PMzo6wdyMixuEZDIponqJsYktFAoFEilh59admCmBc3OnqddEjLTCmbOn6E0P4DgN9u0f4znP28zpH47wpS//O6/5/Z2cOnsvJ474yMoYiRvxkU/ewIl7DzI1ex9/97d3opkltu/MsnvPIMO5vWg99/Li16xSWeknbWUImG2S2oQCAiqKrJHJ5HBdD88NqFRqaJrRZB48vzEVRZFqtYorqgSeT2AHWKpJEAQUPA/fC3j9S/2fiQj+iQKyuxSfffu49uj9ctPv3cZdzqLeibZvT6m3A8taqfeWUE87RS08kjZuWQuxD49mkOv82YpyAWYWFy84sdaGozOj0OlkNwLZdTvuzNGTFznL9VrOOsFv3eZsWTeg3kZAwG6EPH/w5r+4cP/bo/jO6P1SSPmWXWpTu96z9aNG8E9YB79jj5587PO7UBQNEpFarYaoNBW/LMuiXq83nWfUdPB2w0XTdAICdFUjpZqEXgCijKyKuO556VZJaqKSxSYC2XXdpgM1DCJRR/ATIj9C1lTqnockKYgizX7kqVU8N0JSwDRTbN4ygWGKJMEStuNgpHQiovOUuCIJEWHoE/gJvpdQKpUYG+ujvy+FIsmYRgo7WCQhwnVqzVq8LGOaPc0OAVVAUeSm+EgSIqtpkligatfJpoepVUsM9Kj4iYcfBjS8Cb7yGZ/bv3Kcl/3S9UzuPcN1L/RIHIvAUUBM2JQb4/6jDg8euYdXvuKXKa/ew6b+7Zyrn6FRq7Bl+Cre+Mf3cuoIFNZKaFYGRRaREDj3sMfIeBME99wXXE09uJ/n3nCQfG9MLJRZKii8568OMzq+B8mYp3+4zvy5CuM9L+O+u+9CECRkMY3bULGsDKsra0hqjSuveBJ33Xk/uV4udDUUCk05W10YZql+mJ1XDGDpeZbPCsyuHOeqqzezd/8Id9/9fT7w12/hir0yvj+HoST4sYyhqHzui2f4wmdOMnWiHzs5gmI4POual/HgQycJAg/FCFH8AeaXjvGRj7+HN73xf/Lil/wSn/7UJ5jcNMjSnMv/8z9fxMLKIURvkn/4h3/kd/7wOdx/32Hu+47AdTc8hTfdPMRg5gfMOGvg7+P73z3ENU/Zx/hAP1/+6jd4zvMmUEWXgl1gyNzJgncYt6GjyDpRlNCohSSJQC7bQ71uEwQBlUoF13UZGNvK3Fwz2+D7PoqiEDqrpEyLtJVBFGXiIEJIRMIg5un7fjbEZh6rg/9xAHbrpe+7Rebttt4xl7L1ovWN3r9ca287g0en39NmipnFxQsKZ+3CNq3ovV2adr0adst5dV5ry7l3WreMwHqtZZ3n6nYd7RHyBz/x2a4UsK3P2alY141X/4Of+OwFGeL2jUE7RuEdf/zai3j8Wxuc9pT7LZ+6+UIq/mMfe/NF97/9Pnc6+kuVey6nNe7nrga/4wo9+Zt/3owkNBf8cqnKwMAAtm1fACe1wHayrOI4HpqqUwtrGIpOTrEI/JhYAC9OLtDZCkKz7UgQFWq1Gp7nXcgIuLGO4MVEQYyVTlGoVbHrJer1Ko7jkcsMkkrlyPc0HRFCTLk6jyZKaJqO63tIioYfRgSeC0JEFAUYegbfk+gbyCFJHqLgkMQxcQBWuklVG8YRPX15DMNgdbmIqqqkUiblcpEw8klbGSQl1UTl41OpeqR0hcpaBcdzMdMykTjE235nhXKpytX7n8yzfnGN619YRIk1NNkiZ2U5V5wmp6dIm1tYbnwLI9hKLj1ENSqSRA69xlae/cz/QLCzRGKE3gvlgoscm+zYvpfvfP37+D588au/i5Ut4hRLxJHCU697Ku/64D9xz129zJx+iPFNPdz4kmEGh/Lc/4MKP/j2IQRBJm2OMnfORZYsMuleTpx4GEPPYVoKquEgSRJhGFIsFjFNk6zZx0q5iG7qxLHNcF+G3uGY937gDchmkeMnjnHHHT/g1a94KTu2yIhUUdnOHXfdwb/dfh9HDxVRkv3MLkyzbfsmFmaX0Y1ezs1McdU1uyicreHFBdxokSv3PJdDDzxMZPfQP+oS2Ca//Jo8E+N5/vrmFX7ltwd43stlDt27yD9+MM2H/n6SQPkWYVhETIcI5MjJE1TrpxDkCoamk9IzLCwvs2PwAGerZ0mEmHpdJYoSAj8kDEFVdFwnwHGcZlZJU5rENcEjYkqyLKNpGros4bkBiShRrtSabIaux8pKjde/kp9LB/+j2KXa3S4nCn8s6OX1au6PF3q6lZ5uj447kfHtcrczi4uPih7TZuqi2nl7BNzuiFtAvpZ12xi0lwHWax27FCnOemC79szBbV9+/0WaBO2vd2Y01hOt6fy7Ze3dCy1d95a631vf/sELDrvzHnf+/Ugnw/rW7f98qY1r+///5y6C37pHTj7wmW1MDu+muLJCWkooeqtEUYxlpnFd/3waV8VIi9heA98XiKL4ghO3bZswDFlcnSVjjRIFKqGvNQF1YpFcegghUpk+XeTc1DJGqsTWbRPoRoIghmSyOo7Q5KtXVQ1BkIjChEbJQFYTkiQAIUAmARIQQmTlfIufKGNZJn5gEwQuhqlR9yIEQSCbzTbT9rKMojR1wFvEPa0sg67rmEaaOGpmLSq1MqIUgRCCEOA5MrlcjsGhPJ5fRxRBkWUSeZC7vleguqLxopeX0Yw+CivL5LJWk+/etAhI0NGw3RqNwENSZBQhC0JAkgjYa1t4wx99idnpCtc8Yy/TUw+zdC7i1jtu5s/+7Csc3A9vfe0LCFyJe4+cYXzPAGdPp3j3Oz/G9MNVfuctT+PvP3grv/nHv8oP7v0Or3rOTfT2pXjStVv5g5vfgVq5hju/dYia3YMvhowM9aBLIWV7jXw+z8z0AvWaQ3//IPOz04xv6qV/IEOxPI8sy0xuOcjb3/EbvPoVr+cZT7uOvU/Ksn2zz8EDvWiigKEquEkJUVAR2cYfvekzzExVGR8d4fv3TNM3MMLDx05iZWVe8pz9bNk1xnN+3eP7XxjhW7fdxWK1xuy5RXbtGedt77qRvpFzGIlLoxYjijKiFBDEBVJ6D3EUoCoJkhDiui6WqlC3q8RCjKKJJEGM7fooepZqLaHh+PhJSM4wEJOYsFFBE+X/y96bR0uS3fWdnxv3xp7b2+pVVXdXV++L1EKoERKyEAKzGjBmGDzAAMMqsIwPYljFGWwMtmFGLAYkNiFjZCMjMMzRgDzIGJABYbRrkLrVre6u7trr7ZkZGXvEvfPHzcx+/fRe1avq6lZL6HfOO90VGREZGRkZv/j9ft+FTE9pn1KgTWP5/2VFnmrStERKw2AxJE07xJ0QrSscafA8hakniKLmFS++8EmR4AfLsfmpX3vT00LJXyn5Xq46n73+dOhHu/d/2ES+d9v9Xtu9zn6V4GwWPqser8We9PU/82NPSXqPPfAxfuOtb5+37/e25pNsMgfY/fN/+xtPqXZ3I/Rn2+8F8O2Og6r3vaOBGQBudq5m8/m9sXtevx9IcPd53F3xz0B01yuu5Tq+ms7Op1wFf9c9HfMbf/A83E7NJB0RKg+je2gNTdOCcRiNRrS0ZOWESZpjhEed2+p6ZWXFOoOlKZPUkE1apPR48IGHiOOYI0dX8H1DN/YYLEiSySadhQGTSYIQBkdC01RIfZyyLMnyBG0qQNONIwsGk4Io9mnqHNeV+L6HNla8xFSVBZQpRafTY21tDS+K0FoThuH0ocFDKlulPcnb1/Z9pUXpdzpd61RXl0hlMMYalNSVxvNc6ian1RVxHLK40GVUDOn1TlKnMbX+H/SXbgRtaMqaMIzpqx7DKkNX4DkhjfCo2oZBEKBNCqKhp55HUR7nd3/nvzEernLziZBv/uov5857/jde+LJX8E3fdgOf/9k93vXXjxIurvJ//pt3cOqJLdz2Vr7re1/EO9/5bt7yxp/gnQ/9EbqVfOnz/hGPbf8+o2TAL/3cn/Et33wfr7j/Fj74oOE1r/kD1i4JYm+FcbYGQF1PwWbjMb1wlazYYHmlzys+7yXUdc3j587yvPtW8KQijgI+/NE/482//qt0exfIswfIc8uMWB7cys//6u/we2+9gC4H5JOcF3/hLcSB5Nyjgm/41pOcPfUEneUxP/baD/DaH/s6Br0BH3n/R1g7o1k6lvAjP73CeJTQGfRA+3jKoyUjydbwXB9HQFWmSKHRuqHVNY7y0FqzMxzTGkMUxEySDN8NkDgcWVlkOBxS1y1SKpRSJElFWZZE02skyzLi/gJ1JebXRqtzjNG0bUvTtIRhjOu6rF3aIhKKL3zZ2idFgr+aCv5y7fPDtsyvpsW+37a733Pv++7d7+WQ9vt9hivFQZa5BznkXSlmlfBu4ZsTx449JaHurkh3V+gzRP93fufPzF+fPQAAcyzAbNnsQeIwPPi9aPbdMXvg2BuzrgJ8/Nx/9/cyezCZfZ5Z7G2xz+JqLV93x5Xa81cbs+//U07oRjoCx5TkRQ5CkeaKZDxGCIGSPpubG7iuy4ULF1hePYqnQhaXj87d26xk7AZlWZKMbGW8unqMz7z/blxXgTQ4osFTDXWbUjUjJplDkiYEQYTneDhOxKWzlxCOIQglx44dIQg82ibH0CKEIYoDsqxBuQ5CGJrSJvimLYmiHm1r2BlN0MbF90OapsFxFK7r4LoeRT6c38A9z0NKD0fFGGMoy5K8mFBVFZ1ul6YtMEZTljWdTkQQBHheB4N1zkuSFM8V1OU6vcFxJmmXS5fWWOgvIo2HbiXrWYLvu1PEvo9pFLQONCGdIKYhpdYZ//E/vo7bTn4uH1h/hNXjR/jIqf/KD37/9/DTv/DvKMq/4B/+vbewsxHx67/5NspKE3t3E/W3iXs+n/059/Crb3oTpW+IOpL36d/hpttu481v+kNWF+7g3Jkd1u9e5sjRBV7wgrt5wOywtVEjhDudwWuytGDQX8RzPbaTgoXlk3z4wQcQwqHV8LcfeowX3HcbR1ZCqlLwtf/42/jJf/P13HtvxuLSMSDkUv4wr/nub+exx3+LJu+zvb7N8RuO8aH3vIc6lZy8+Va++MtuYGPks3XxK3jbf/5LNtcTFhcbXvqif4DX+RhZfZYbF1/IdrOB0RVpkVlTncmQuBMihYOgRSmF1oqqKmjbBm0EjhfQ1i0ol36/j6krdNugy3QuV1w0LTQta1uXLO1zMqLb7eOFAXXdkkwSdAtSCQCydIx0FK6KmYwKtC4IghBRXbtn9nMtDjMTv9p9HbbiP+z7Xg65v98DyLW06Gfb7U4S1+JFDzyFwvXGN/7AUxJgkk3mlTn87DyhzirevVX47qp5ltB3L5u930xmdhYHJfq98rN71el+6ie+j+/5gZ/8uFn8boW+5WNP9bdf6Hd3zdB/fD7e2AuQm52X3Un9arsiV7IMPiyGZD/K5dMVd3rOVvB33u2af/0rxzl1IcVVEY989CzHT/RYWFhCKY+lxRW01qSjilGScfHSeYSqWVrxiaJoDsRr25ayyOj1fRBWU7zXG7C5c55uPEAJRV0YmhqE50ylag1G23m971Z4nqLTDXCkraCLdCZpa8VKwo5vTUrKZl6RgUOe57SNne9nWYGhtDS3qdIewE3Hl3AcCyK0eAJFZ9C3KPoyBzSTyRg/6EwpfT5SSvJihOu6SCnxffuZN7YS6nzCsaMrxN0ORaMpk5TtrSGRH7HQH9CLu7h+S6gCHONT4djEavpIIaj0DuCw5HwWF8oP0/c3mDQxsTzJ5778Z3jtv/gRVPRfuf8zOqjoXr79m/6Um5bvo9XnSSc7vOALzvLvf87j9//g1fzyf/hNep1jfNbNK3zBl91EN3YZVj51scT5i2v82GvfQpGvUOaKdDtlNKlZPbqCUg6PPPIwx44dI80zdkaXWFjsEEUBJ06cZGFhgQ+850EcucmrXvXN7GwV3P38JV7xubdQ6P8ComFl6RZG44TREH7/9/6GV7z0C/irv/hLJnnA133t1/OC+wIEZ1hPH0XpOzD+A5w/dwe/9dt/iNM+n5d//iKf/fcGnL70dm678aU01VlA2xHJdBwjJDRVjYPATCmYQoB0bQU/Sia0Gsois0C5IseVDhifTq+PEZDkBVJ5SF2DcRiPM4x2iOMuVSHQpsaYFmMETW0YTSyepKk1ZVlNWSEVHeXz1V+080lRwQ+WY/PKr7z3wNevpkLfb9trnZ3vjb1AvCvN2Q/a97Xw4HfHflUh7C+BCxzoS365+I7/5cvnVe7elvvumAHfZqOCWYLfHbPqfRb78eP3S/a7UezAU8YAuzsFs883Gx3s/g52z+t3gwyBjzvm3SOIK8VBs/jrGZe7bj/1ZvB3heZ1v/WF/H8ffoyjxyI0j7FxSTJJrNFJFHXodrvEQYsf+ZRNDt4Y3Yo5PS3Pc4qiwGkixskGS8t9qrJBCBffW6SuUzxl6PclmhxPRhZd7Skcx7boqxq01nheQFNb/XpH1ywuLgIOk0mGUS1VVdM0Gt+LqauWySTn2LFV6rqiaiYsLy9SNxlKqTlAUGtNpKTdp+MwmUzI85zl48cQDkwmQ1zPJv/FJct1rqoK3wsJIx/HcSjyijwvcByH7fxj3Hfzy6jymuXViNRIjoqITE8QrVX663ZC2iJEGoFyHPCURbcTklQFabbJ9s4a2gu5/4bn8+DkND11D4Hb8Nv/ecwH3nOe7/veF3Gs11Cpk/zc6/8LRxcmfOivN/hH//BLObc+Iqlqbrmx4vSaz3vf+17+2bee5PPufwWTMuXdHxzza29+J6XWOP4xTj36MK7xSc8KFlZX2dnZoapzlIvtlrRHWNs4zcKCpQ56Xkinv4kpVok6CUbndPw7eOFLF/mZn/pDmvznGfEgTSvpywHb4zFRZ4DbFrRNQesWVGYNQYQWNdI4g+OmcAAAIABJREFUaHOBSN3LdjPmj9+e83//2p/z1j9+GaPsMSJehB/lDKsRjrROc3U9lS+WElcqhHEIPet1HymPrEgwjsEPXXY2NlG+R1pWCOWRFQXDxGMyGdPqmsC31MnQUdSVQUpbnV+6uEE+MSwtd3Ckpq4MZQHDqkQpB9cTBKGLUg7J5oS+F/IVn/fJMYOfteivpsV+pWVX2v5yyPn92ux719lvv7N1rqU62738sNvvh5rfLzkdlOB3g8ZmiW227n6Atr2V+kHgwVmCn+1jFvtR6XbHfiC7/WKGqP+Nt75939cvF3s/424A3e4HgWuJg6hxV+rcHCSOtDd2n+dPuQR/022BefWPL9HoCUGgcD1BHMdzfrTruniex2SygedOBWiKBrwaYYytrIwFvAlRzYVCqqoijmOays7ALaWtJooiyiqbJ985Sl9UVnLWKBYWlpFSMlqbYIwmigOMsUpoQRAgpQsIHKEYVjUL/RjPdXCcGleCbq1XuOcFGGOYTCZ0Fvo4DpRlThhZ6l5TW1ne8WREd9Czs1l/9qDh2Yp/VBMGPoPIxcgGv+Ph+YLQ89FVjSsktBrXMQipyOsGI8DzQ0xmzXW6YZ9xmhCGMWt5geOOcRyHSB0npiWloaxGLJib2Jks84ZfeIQTx1Puvtfnpa+4ndPbQ3bKI/zKTz/GX7/zQ/xPX3MbRXKKm+8/zktf8nK+4xt/kf/9+17DmYvv5qs+5346iz3+1S/8Og8+XnD7HZ+BPyk4u7bG+TMpfbPKwtElJknBY49/hJe87C4eevA0ee5z9JYBYUexfWGIk/qkxQ6Imnufdzfnz13E80Lue9EtlKNt3vSmr6PQH0PKiNofo3BomwJpGqQUjMuEtjXW5EV5SL+DaBWB1rQqodI+b3jde/imV30mq4uakX4cz1lAosnKAj3Vyve8gNZUSCEw5NQmtbRI7VBWDVHYIS0Kts5dxPOsV/uF81tgPFaWV5FS0raatrWjmWSSMZlkTLIchIsfdnBNTeCFUBvCICAdTRiSTxkhmlbXdLtdVGCv56/9JJnBX6mCh6cPgrvSvq6U1A9z871cHAYhfdj267X4g8+S/96HgL2z5oNm8nvV63bPt2cKb7MKezd1bD/zl700uMtR52axn2LcQbP43Z9nv8+5O2b0tt3nZb9zdLVz+KsBWc7iMGOn2XX6KZfgT94Zmtf+/DGqeoJwNIaabmdh3uKeuXHFoQ9oHMfB9z0mqTXdCD2fOAhtUoxDHMeZ0+qklCTjDdTUDAbAGINDTNM0Ux16C9RqtaSqGvKsJAgiXNclDlukFLRtjXCgKKxSHkZQ1y1ta4iXF6jyDKMblNS4UoBrjWbSNKVt7dw2DDs4jqAsc6QSVFVFf2EFXVcU2Q6h6+D5LmVhwXkzydK23sJTLh3Xo6grKt3SUxleEFk9dxRNq3GiDlVVgevSNprxJEXUFb4fzCV+jTEIx0cYKwZUtxMG4ghR2GOzPkXgRDxwKqG3FNKRE472l5mkq2zvxHzzP/kl7nve7Xz+57+Qbg8efl/ESz7f4fRDCzz4+O9w8tZV/v3rH+X7f/hbiLoBb3jjG+kNbqYsDFvnEk6fP0MnWKXj9qmcSwz6qwx3xtRNzmRsCIKIzsDDGMPFM9vIKkYNtjlx8w1sbW5jjCT0B9x4Q8xP/Ph38bqfeC0/9yvfxvrOBzm6chSERigBzuw7dpCOvWFoo6nFNrQKx9Q0YozWAeNkg5XFFVxcSjSTpMT1HMBeh8bY/w63t+b0yyiKLPuhqhksr+DLiI+ceQTpL4LQNG0ORuIIj2KS0OsNqOuarc0hUkrSidVcqOqGqgHXC1Gxi9GaPC1IdsasrKwy3kopy3LeAQKI/YZu3OErXrn+KZPgDxtX4p3vXu9aeOz7Vf1Xqt6fzux0r3b51cRhZ/J7W9i7KXW7X3v9z/zYnEq2N2bnYvNiy//6nT/0lGWz5ftpyMP+HvSXc3ibIevf+MYfeAq//7BxUJfjckn8coI1s3N22DgMUPRK1+ezmuCFEDcBbwZWAQP8ujHmF4QQi8BbgZPAE8A/NsbsCCEE8AvAPwAy4FuMMR+43HucuF2Zf/GGFTqdEG0amqaiKZ6sYGf89U63h1QghEE4Lb7vY1rNcGubsiiIogjhxXPuvHVyqzGN7QDUdU2apnQ6Hao6sdtPAW5JktDp245BVVUMBn3CMMRMb6zGGBwh6Xa71HVNnpf0ugPa1jAuxwhtcJVCOYKqyPHi7hScx5NI/RK0bmlai4SXUhJ1YhwMi5GPiyaKAkbpJnme4ziOXSf2ENrgoTA4lLohrRqEcjE4JHlJ3WgWusLSBhuLKQiCCCXtw1GRNywtLtM0DZHsQduzn8mdoIuCuLPMSJecfzzlt37vr9g4M+Df/fK3kORnWQnv5vxkm/c+dJrffdOf8EPf92rcaJsoupfB4haPnv4QJ298Cb48xj979T/n7e/c5q67F3neXXfzvv/xAaRU1E1E4Pk88dg6N998A9o/xS03P48Pf+hxjhxZQckOo9GIZDSmKTW+7OO7A5JmnbhjHdeqqmV7M2V1qcDxK778i7+Sv/8lAa98+TJFfpFGtxhPoQ00uiVSAU1TYYxGOC21KRB44GhwEpToMJBdNvIxTdMSdaDWW2C6CKelqlOMsXRIqoq6bqftc4tuj7oeazvbZFVNd2GRJvFo2xrX1/R6PXZ2RmSjlEmS4Xk+y8tHMMaQjCZgHIqqoqoNQnp4jZ7iLWrLhZceTmSQjstwOGJhsEJZltSeIk8zvuHznr7ZzLPx2z5sgr+aami/ba9HB2C/ZH61YKj9Xr+cwtl+CXo/cN3e2CuTut9cfm/Vulu/fm+FvLttv3sfs9k12Ip4P534Wey1VN3v9VnsR53bHbtR/ntjv6S/N4EfdA4uF/sh4q9Gu2DvsoNiP62G3f9+trXoG+D7jTEfEEJ0gfcLIf4E+BbgT40xPy2E+BHgR4AfBr4MuGP69xLgV6b/PfjApMR3FbppKSurGR96Cs+zCc53rVFMGIdo3dC0FVlWsrU9tOAzR9JqmKQ5PtZgBqxRR9M0pKMM3/fnqHuBIogEWjdPWtX6i/iRNaLxA5fRaIe6rgBF07QIIRFSMUrGdkbfGs5fvITrugxW+lR5QdM01K2GFnwZok2FcDSgaZsaX0q0ANdxiDwL0GuLnJaW7XxCNknwlKKz6OF63vyYdyYVQhucpqDWLVXbUAoPqWxnoGwbHFciHIMrJQhQjmLQ6ZKkNZ70CXoxXdXBKEOtJZp6CgA0dDurnM+GLETHWFpZ4aYTG8ThGRI+wKkLj/JgPsLvLvPwxzK++59+Pa3zKDcsd3nNq/8VC7el/OBrv5FfesNbue+eV5JUE269a8B4kvHwx57gttufxxOPn+HOe+7k/X/9frKktK5o3RXWLg4x2rVJLxlSVgZdOZRJSWnGBB2HshH4rkMY+tRlygs/4z7Wzj9IMqr4kz97F1/5P389j5zbZrVfowWI2oBxrM6/q5FOC0LjuRJXxxjhU5uSps0wRrKRVYRhD+G3tGYLdEVWjIjjENeVFoRpNCrwqE2FIwRxIAGH2mlZWj0Kwx2ruugHGKNIsyG18gikz8LxFSaTCZMk4/FTZ9Ha0Ak8jJAYA3HcQzoeoRG0BoRTEUddJnmGkA610ewkGRfXHwPAGyzSVPU1/pSf/d/25eKgxHy1yfpqZvQHbXPQ3P5qQYD7JYP9kvSVEvjlttlv+UEJb3f7fm/LfncXYPdn3w26m1XTs9eerLjv/DjHtt1xJQ38gxD2s+UzdPx+rfj9Kvr9qG9XO3vfe34X+t0rsh5mcRh65OW6QNcjrkuLXgjxNuD1079XGmMuCiGOAe80xtwlhPi16f//p+n6D8/WO2ifJ+/0zE+98Ti9Xm+enGkS0jS1VDmlbDKiwXNDpHRRMqD0FHmaMhkn9GL7RZp2xh1uUErZyr8j51x0z/NYX1+n043nFXxVVaRpShTcYCswT6CURJsG1xMUuUUyR1GMJqdtLTe/31uiKArOrT/OyuIKvudBK6CF2I1YXOxTNyna1HS6AXmWIKWcet43SCnpxC5lbUhT6wPeNJq6sZK1QggWFxfZrhMC32UQ+zQmp9QlgQHXNUSBwncaet2AvHVpa4uaV1Kiaw2ONTpxhMIYgeMo8sbDD3Na3VLlEb/39nOs7+zgeRlf9SWv4IlLCX/9tjE/+S9fzkfPfpQ3vflBgpUlMv0wG+9v+cHv/g7uvTunRvDaf/s+3vlHDasnJtRmjVtvfCXv+eCfcc/dt3L+dI5oQ7a3xkSDhrCM6HVu4NGzj9BfUCSjhqYWvOwVd/HoYx9j/bxEpC1KOKweO0rWFCx0u2hSLq6d4sSJG3nkkSf4mq/6dt7yn/6El/79o3zZlyzz3vf+Ff/X674IT3q4eJY1gMeEc7SmmAIoU5RQGMencEradkhAjCsHFPU6UjVEXsz2sCTot4zH43lL/ciRo3ihZVIIYUhT2zrPRiXHVo5SpSWiMgyb0RzrEUeLpJOaWluGBzhI6VLkJaFbU1Q1jTZoI1m7tEn/xlV2RgnakaR5hnJ99Mg+SIxHOQKfPCs4OgjxlMs/+cZL171F/0z8tmcV/NVQ364VWX81rfn9RGsOS407bBxEqbqafV5L+3537PaMn+moz/jtM2T67tgLvNudqGeJfK9y3H5V/F5J2csB7HZvs58d7eXm8ZdL3Jer2i834tjrDbA3DsN3fzpJ+xM2gxdCnAT+Ang+cMYYM5guF8COMWYghPgj4KeNMX81fe1PgR82xrxvz75eBbwKYOmIvP9n/8My3W7XVtxpCtKZW77OkOe6zJDSgsbCMASp517xQtj2NCawlXRdWq94KXGkxhEKx7EockdIyrqc28nOHiAaU+MIRVGUeF6A7/s4aPK8ohP32NoacuZ8yo1HVxnEPkq2LB9bZjj6W5a6fRw0SEEtLNUJAGNHBVmWYdplPM+jqjNcz1LrhNFzrICDFe5xFbSNAdESxqCkh3AMUaymHveKKkvoL/btsZuWtY1LuH4PpRzCyMNxNI6EqkhxXYkQEk91cV2fWKxwPin4f//0/Zw6M+CBj51iuXcj2fYOt9zl0u/eim62OHX6NDfedDPnL27yvvemvPizl1k747K64vPiFy/ytrc8iBwsMN5q6LhHGG2nDHoLbGSn6HYCTCMYbTpsbyWsdI+jdUOe1egmID66yR133MF73vMeer0e3W6fMmlZWTlK2xje/Tcf4Lbb7uLCubN0+x7dzgIOEWsXSrodwS233sz73v8u7v+sz+COO27nG76pYWlRc88dAZvjbfKyZWGpQ1GOEE5LWY3xOgFZltGNOwgjiEUHQ0ahM4xpqeqcJBmhlIfrSgy1VZvTLcLv4qmAC5fOsHq0R6MrRsMWcPDcgJ2dIcONkKpOqaqKza2E1eOwtHAn5y9eAuXiRj0MirWLm3hujOMoNtcT8qyiEwSUZUmn05liQhSdjrLXvlBoDWEY8vhjNQ8/sMObf3Hjuib4Z+q3Hcbe/V/8tS+4Lm30w+zj6YrczP49i+vBTz5MHESPg4Nb+vvN72dJbW/ivlzsBdYBHycJe1Ac1GbfD1y3d5vL+brvlcnd7XG/+3Pujcu17q+EdzhId2C32+Du2E8c6Vqv8U84il4I0QH+O/CvjTF/IIQYzm4C09d3jDELh70J7I5b7/TMv3zDCsH0JpckyTRJ2QRvBWMcAs+CjWbc8rgXT9XgGtq2xRjDeNLMVeLAoqB7/YidnRGeG6CnWvV+FOL7/pTPbLsEkbsw3X9NEFpN8PHmJsYY+v0+ruuTNmssLy4RYNjeWaPb76FbQ6gUptXgtBS6IdXuVASnwnEcmqZivCVRykFKB4TGdV10kRF4ijjw8KRFWXf7IW3jYNB0ez7j1CruhZFLnpWWotfvceHSGkVRsHLkKL3BApPtC4ShC8JWmlJBPw4QwpAXObpROI5L2ZxGxDeythXwa288x8MPbdL1BOm64Qu/9B4urFld/uWVWzl77hJVW9Ab+By7WfLoR0qaKifyaiYbx/EGCZsXC9qiR5VrHOHROPahwjSSyY7LoL/Cxx76MCtHLL2sbSS33buMqzqcPpVQ5BVBqKjTln5/gTwvicI+62ubNOIsL/zM+/jA+z5KFCwyHgpWjjQEoSLuKupmQpom/Pabv5csPc3td2oWBgE1DS4ujc5wHIOmxKVHTopEkGQj0A1pvk5Zlvi+S3/QY2dni5UjCxRFRieIMRiyasIEhzyrSZKUvBixtdWwsrxMXTco5VHkFcVIUjcFR1dvQskQIxLS5gmeONOgNZQNRF0P1cYo5VmvhSldbtA5yubmNoP+CkJYiujpJ8aUZU3baLSGtm3ZvrjIR/824W/fc/148M/kb/taQXbXE1k/2x8cfr5+NYn9SkC/vep0+yWPg1zldovfHAaUt3u9mXjNbg33w8ZBCX4/ydmDPNkvh5bfm8z32362j5//zbc+RXv/SnFQUr/cudubxK8kerR3+WHjStf1u//bR7l0Ln12E7wQwgX+CHiHMebnpsvm7bmn28a75U7P/OjP9qfta0Gv16OpUgBc151baLa0cxBclmXE3d7s+J48Vlch5TS51oam0U+uH4dz6twMdOd5npWbNQZPuAjH4PsK4bQYWpxaE3dC2rahKDKku0hbVsRuaLnybcOkyBFNja4blC8pTYvvB1OQnKXh+YHLZHx2TvlTyn4uryuRjmCh41KnI3TTkhmPpnKR0qNpahxfYkyN50vqukXg0DZjjhy7EYzD9njCeDxBKWEphh0f3/dI04Qblm9HKgdHahQhDgqD4r2PfYhhonjb27Z48N0Z9939Ofzx770fP2y5696bObP+EPff/yIef/winQWIui1Ftc2gcwvZuKbKO7zvXRdYPYJlFTgl9z7vNlAFaQJJkjAZNlSZSxR1OHrrNjfdvES3G+IHLtLfRjchjzxQMugvUVQjPvDnsL1lcRVBEDEajegsKbp9iR/lrG+c49X/9Luoqws88MCH+eqv+TL+/J3vYHl5kc/9opAbVo9Q5WM2drap2wbpWXMfbSwbIzcBum6II5+6ymjaiu2t8VSZzmrPTyYT+t0jjEYjjBFzsOPO5hhX+UThAkVRsLq6QpKlNrEXFUtLy7jyAtJxOfVQw9++L+e2229knF/E5QR1FXLhwjmWj3XZOV/geYput8v6xkWkFFStQgiXphbUlcFVAcKvp9d7gxCSZJyyshRSV/C+P7s+Cf6Z/m3vTfDXO3EfNq61Cj/MbHX3eter2j+MyMpBgje7pWf3zsh3t8Ivl/T3W38W+xm5XCl2t+kPcpabUfHg4x+QrkV05pm6zvY7b3sfiA7T/dgdu8/Hu97xwWcVRS+A3wK2jTGv2bX8dcDWLiDOojHmh4QQXw58DxZp+xLgF40xn3259zh5h2t+/JdW58YxURRRVdm89V7XtXWZGw/pdDrWWjQIyIr8KVx2YwzaVLYNrA3S8XEcRb83QBsLSBuPh/iBiysdKwvbsT+MpmnA2GpbuQ5tW1s1OeXiecEcG5DUUKU5i+GAZJyRVTWrJ11cLdBNhfIVxnMY+BFFXtK2hrY1OI7D0uLK9DMpyqKmKAomJgFtWOhG1GVG21QYd4FJ0uC5PlI5SKXQpkEqi+IWQkJt5/lpXtAaWD6ywvbI0u+CQOEHip2dLRyzjDYVZZlR1y3GwGAJPvLIaaKepCiPMN5aIh1W6HHAI48+xK1330inm5EXDn7Q4cgNfYaji7h+Q683YDzKyZOQ049vccdNR+n0I7RMuft5J3DcDNyLGC2Igh5l0pIkCasnelTNNk1bEEUB/d5JtrcSFrq38dijp2l1yeiioG1bVlZWGAwGnD9/HsMqmoQbTgQIWeD6DcLZpKoKDDXHb1hlZ2eLze2KxXiJM49eQqiQweIC68kl2sagNWhtQMSUZYnnSpLxCFpNMrGI97pqkNJFa8C4lEVNmuZUUw2FgeqitR03KOVYPYO6pG211UQwDlXuUFYJYdAnjhYxYowKdmirGIFVQAxCh2zYUJQZ3W6XS5cu4rqStKwIw4imtvr83W6PZCwtVbQBISR5ntMLu5RVwv/zm8PrgaJ/xn/b15Mmt1/sN0/f/dosDkocu+Ny6zxbrfqDjudq1n0mEtvVfPa9HYe9x3e1+5nFM/0ZnyvxbNPkXg78JfBhQE8X/yjwbuB3gRPAaSyVZnt603g98KVYKs23Xq6FB3Dz7cr86M8uWOGXpqHf7zOaVk5WVEailKLOijmATmsNXjtfx3Vt1b4Y+RR5gzGA8dCtwHV9fN9F6wZDw2QyJg7kk1KweW47BcICqSZJSV1NneqUh5Ih6cQucxZ6PPbQo8SqRzde5omz5xDC0A8CdNtihEHFPuMENjdGSNGhrgRt4xAsbDKZ5Nxw/CYuXtiwHPciRTouyvORylb3ZTXGGOtlnxdjpA5wHIg7HlVVo1sHLUPCOMDQYpT1opd1wOLSgLqxFWJeTGgdB+Fo/MBBKZuI4m7OoHOE4faIxYWQx9dbBgMPT5fo1qUVJcdWXLJqhyB2GU8KVpZuZONCTrxY0O93KQpoRULopdSNB6JLVlZIpQg625RpSScOkY41U1HejQhZEHd8dnZ26Ia3kGZDJtlFgiAgDHp4jouUFkvheS5FUTDKxvheh7JoqeuW2267jbNPnCZNM44ePc7pJ86zuLiIiAWT7RxPBJTtmN5Ch2x9Ql1pa2hTO4Rel8lkQuhFTMY5oR+xk2wQhjFV2dDtDjBaMEzOEYUd2hZ8LyTLCqqsRODStoaqnhB3IvJMoVsoyxpjQAU1ZZlT5RG+PIbrN1w4v8XyEd+C/ByJcgK0U6O1pV66KmA4HBO4XYbDIf1+F20axuMhsVoBmIvkSMcl6Nlu1B/8cnY9Evwz/tu+3jz4yyVxuDYRkr/rcaVZ8pUS6kGYhcN8F5dTzTusGuGnWnzKCd3cdGtgXvV/rMwFZ4QQbKxv4vkC4RiK1Ee3kq2tDYIgmLfsHb8G45GOBZ6vaHUG0iOdZDiOom0NTa2RTvAUj/i6rok7tl3veR5N09Dr9SiKFBBWEEbbFkxRFAShBfzp1urOz0B/M+Ecra0BzOzfZVlitEMQSsuhBqTjk+f5/BhmIaWLocZ1JXUl8LyAopjgSKZYg5rBQm9O8Zs97FRtgeu6IAxtW1twXbAIokQ4VivdEQFR17afpbRcfGMMcRyS59mUYx8glMUxxJ0Qb4pzqCcZbuBhaJEBSOVQFhW9fnf62SGOY9a3zhHHMZ1OhHJtVyQMPdJJhSN8XM/iDzYuneWee+6hqiryPEc7Ymo2I/H9yHZisMY929ub9HuLTJKK1WNHKMuSthWcPXuWQX8BTDMfr8y+C8/z2NzcYWtjQqfToWlrjh+7gdFOxcWLa1RVwdHVEyRJgutJqiojjmPSke3aZFlGllkZ4CytWV7pW+lj4bGxPkZJQRR2qGtN20y/vxY816coCjuHL7LpMRlc5dO2Giqb/JumwRiBbkHjI4RhPB4hlaBpKjphBDgYrajrFkcosrLAcSS6hapq5oBSY1r+5C3XNqd7tuOZruA/Hdc3rgVgeK3djb0V/pX0BfY7zk/FRP9s8+Cf8ZhMKv7mXecwBhzH3jxbBJ5vZ9hNZTBG4piQPHPnjmx+7NA2gO4ySQqE46M8l6ayiXY2u5ReiHKYJ2WHmmS8TRAEGC1RUlEWLW3jWL67kDS1BfI1taGWAscRtE1LEFpFvJnOvDEGjAtGYvR0TNBaFLQxmrq2N3aBmM55nfkowgIBbddASkHTGKDCSrHZs9C2mkmSzd/LaE1TV7TCICX2PZoWx1E0tUE4Dk1bkqUNgoLeYIla1xhtcJQCgW1DIzAGmzxqm9iMFpSlHU24nk8cR7SmwcgWNU3wSroIBzxPUZY5vhexuLhMVWUAOA4kSUYyTgFl58tVwQ3HTyBQ5NmEPK9ohcKYhiiKyDOr1e5gPdLBIUsbitxw8eJFqqqiqjTD4RCMYNDvTVHlMZAjpeTs2bMsDJY5fnxAtxuTTMbs7OxYKt704c5Q4/kOdd3guR1cFVGWCXHcRakA35NEUYTvT1CuQDUOVVUgnBopBjjCJwysQmJd14hW0TSaIOiQjFPKqqFpwHMD6toC64zWSMelaiqiqGdn6qmmrHJmUseukhR1Yw2MHOssp3WJ53m4yqdsa8v+cMQU1yGA9Fn7fX46/m7EtYIKr3V0sbd9fzVqgZ+Kif3pxnM2wbetoKmtwQjGittUTUvdONRNg9YOGAenlTSNwBibwLNqjKs86iqh3x+gdQtGWylYKW2FCxjKaUK2CHwrfNIl8CPyPMf3fcqipiwNQrS4roPvh9aEpi4wGrQRGC3n6HxgnqRd2aHIK+q6nlZqBqkaAi2RqrWiKw4YI6dJXE/pfgohHKBFOj5Q0TY2t9uHAUm3258712mtcactAd2UCBMALa70CPyA8U5N1HFA+DgYPDdkY32M53m0bYXrySlPWxCGPcA+gDQalHKYTKyjnVIS7Wjq4RDHlfQXOjSmoa6ENdwxLX7gUNU5dWO19A0NnU5EmuX0ust04kWybEK3a6l5eTphklUoL+LY4hEuXFzHkYp+9yh5OcSRDb6KSDNLU6tKrMNcsUUYhjiOx1133cVoOKaurOlOkkzY2dlheXkZ6Xg4jkdZNWzvbJGmCUqGJEnK0aPHmUwmKNcQd3o88fh5yjxDyhS0YXNjSNuCdELWRgme5zHa1kgnpqoq2kowLlqqosHz7bU3mUwIVIeiqAlDy1Xvdq28clbVTCYTS+f0IyaTEb4fUI9y2tawOFgiWyvw/a61Cc5zllYWLO4EF2PU9MGuomkyHKHseAVDXRfWAvnT8em4znGlpDlLtJdL6Nfiib6bKbDf+x32OD/ZWve7AXmzf18N02FvPGfvCsZoNNUUEGVn351OB8cxtpCVFY4UZKmZw/tAAAAgAElEQVSVoJVK2gQubWtXepDXE3QLnvTwfSsDq3VlW9jNk3KzTdNMk6u0c2tpFe183yXwIwwtbVvT6oJWM72ZVmhtwXJgk/xckAdo6oQwDAlC2/Yfj8eEbh9HaJraVsRGt3MjEoDW2M+ZlTkIe1xZWqJUgFLQamuYYlvQljKY5yVZVlmZ1E6H0TCf0u0kRZ5Q1wYvCEHUNG2FUi5RHExBiV2EY9u7aZpSVw2e7+I40OlbBkNdV4Shj+cr6rpAmwqDQSPQwkEpe257vYiiGrG03KPW1pwH41PkMNxq0XVOrx9gjOWJYwSalqqcahO4DlG3oalbzp47jec5IGocU7G4HCIV1M0O4/QcjhMwHo9x3ZD19XXKosK0lv5YVy0nbjrJxYsXicI+YdAhGW+CsJLEceTT7y8wSTLG4wlbWyUrKyt04j5S1Liuy9qFNaKoi9FQlw6e26dtJwx3Jhgt6XQ6+L7PaHuI1obhjka3DqNRykJfoJTH9tYGURizvZmilCLLU4LARQhotQThkeeapqkBh62NR2kbQxRZR0JhBOOkmLf+20bg+x3yeoTnutZZsLRUUM+z6oafLNHUT44F997QPh3PvXi6QMJrtVbdLaO7+1gOmsPvF8+F5H7Ya3yvUc/e7a8lnGve8lkIKdXUX93FdT3qsqYua5qqRbcturFzSem4KOnhuQECj6YWU5CURmtBXTlIEeEIfw5uM9qb/2F8pBPNufKzmXxd26qrKAq0bmjb2uqY086xAZ6v5vPz2TwUbFu6bWvqukQIQxQF80peKaueF4bhvPqfGeHYG7YV1PE8bwoG9OcsgTAM5//2PI84jonjmCiKcF3PPuQonzjuEkUdwtAnDIPpNg5K2Xl909S0uqYoMsbjMUEQsLi4yNLSEmEYTqlehdU6r2vKwiY/P4xwXX9+nqIwnlMONzY2KKucKPJp25qyrKmrloXBkTleoCgzhsMh6+vrbO1s4gUuK6vLlHWBI1sMFXmeEobxtEpXFEXFaLRDUSZ4vsUrzHQQVldXCYKAwWDA8vLy/DxduHCBoqjY2NiasyriOEQ6LqPRiDCM6Pf7+F6IQJIkCesblxgOh0RRRDrJKUvrMjhJMoSsuOHGZW67/QRlPUa6DYuLiywuLtLtLNCJF+h2FuYjl7Ko5t0YpVyrqRBFeK5PU2tc5VMUVr9Aa43nBkRRB6U8jLGo+WqqdZ9nBWmakmclUlpzoEmS0TQWrW+94vWBv6Pnciwfk59O7p8EcZgKefc6B61/mOV7wXO7/3av81xI3oeJvdf43uS9X9V+veI5m+Adx4FWQ6ut7auBomyZpCWtFhSFIcs0QRDMk2Se5+ha4xiHZCfFMaCEQMiCqkmo6pQw8gmCwLacdQsYlJIURU5dGYyWtmoyCqMlwmlpmmJqCNIy3NIUmWFzI2E0LCiLmuFOQlPbObvnhnhuOK2qBU0DdT3FCzgOdWOr7TTNwXiAsm3ksrRVe1uzs53Q1ortzZx0UpKlBXXdMh7lTMYtO1s1F84NOfPEJnUFa2trFEXGaDTEUKLJSNMRa5e2mKQ7lEXDpQsjHEKq2laFSZJRV62lWfV6KKWYpAnb29sURUHdFORZiefGdDo96ianGwZcOnuerY1NsqRge22Hje01hITWtAgRM9yWfPiD6xSTLsuLNwOC85cexg9cHEdx/OgtNtl2IspJj8lY8NCDZzl9OqHvniSSK/QWArZ3NjCV4MQtRxiORkBA4K/Q7Ryj3x3Q7fqk45rhZk5/4OBFmkoPWVzpcPrMBVaO3ASA60o6nYA8zxmPMzzloCvBaDuhrXNuuukEeV6B8QncI5S5z3g4ptft0lQlxhQoVbF2IWM0LDhz5jzKidm4lJPlE/I8A6egrLfpLyj6XR9JzdEjCyhhaNocbUq6vYBWV7S6QJgax2gW+12WBj0W+z3CyD6AGVPT6gzPbwlUgCcVvnJxHUmVZ9RFSVM2BK4HrUYJB+kqlOd+on6qVx3KFR+3bPeN7hMVs/f/RB/HJyIOA2bbL6nurqYPap2/449+ds5Z3/1AsJuzP2vJX0nrfe8xH1YX/rkUu5P97qS+32/g6T78PmdR9P1lZV7+Fd2n2Lm201Z4FAXkRWI56VPlOdd1n6JUB8wR8XlWz/nzVrL2SWc5a9lq7WSrOptT62bVeDopQVhEvG6trK1t6Yupqp4kL4fz+f5cMU8/aWQz07sHyPLJXAbXaAusU67dTxSFc+tZrbWdEStFr9djbf0Sg0GfumqJonjqb28YJ0OWlwdsbGyg/ADlWgS9EBLd2mOKooi2raibFC8wVJWDcAxxHKBNRVHkVtjFNPNKd+GIOzVVwQLCqopurAkiH6RDSz019fFwZAtojh27gQvnN7jtziUANjbW6A96uK6gmFafR48ts7GxRhRFxO4Ck8zOzG+5/TaaImc82UEEDlEQkWyPGU5ynv/853PhwgWiKCJJEvJE4agJJ266g/X1TWq9RhzdSF3XVGVDkmREYQcoOHXqFK6KrOxtURO4ARvrQ8qyJIwcTCUp8orBYIksrfHcgKJJ8b0IISSbG0NWVo6ysT6iyEvSNCeKIrKsQKHQ2nLqs7SwnQIDSlmhpKIoqBpJtxvz6KOP0+93qOsaGgsG1FqTZTkCiXQb2kZgtEPbSMqyoakERZmzsNC3ok66xtGuRd1ry7bIsgw/knS6Me94y4W/cyj6KyXjy90g92udXs3Mc++6+ym9HbSvve3Y53oXY7/W+H4OeVdS5Nsbnyht9+sZB31/V6rMD7LT3RvLx+SnHoreaD2nO8EswUPTVASBh9YWET8zjwGeRLBP/39Gr5sh5aWU87b4bkrbLCnPEutse+sxb93qjNHTtvCMVmbFcIoiIwziKZrdWBoUgjAIGA6HBEEwp29VVQVGIXBR0kWLZoq4dwAHre1DxcwOd/YAYh3wmHqA1xbk1Voan+u6jMcT2tYQKh+oieOA8WjC8tIqrmc5/Z7nMViIKOuxHRO4jnWm09A09gFoMBhYcGGZUxS2Pb2wsEAyTnEchascAj+i0ZqqSGlrjSNzbrjxCJPJmNFoxGOPPYYKRpw8eQLPF3Q6ATs7OywuLLC1tcXFixdZWVmybfTT51k+skoUHyNJRlRZipAgpWA8HpFOUvr9ZdbWNtjc3MZ1E0s9FB7dbp/t7W3aRuN6AWuXNhiPk6kwzVTL32lZWlpic2NkH5zcgKWlBYIgJJ3kSAWbF7fn4xA777b88n6/z6lTZ/D9mOFwyEI/ZL1M6MQSrXM6kWK8bUGUcdyn15maFBU1Td0gHINSiqJqUcpjaWmRMIgZjUZE3WAKctRgJFK6NG2KwHaQHCHBuASewg/sg2Fd1wjHIJAIoTFmiiHRIIyhLspn5Xd5PWL3DH537Jf0DpP8rjU5HtQ2PUxc7vj2VmX7Hd9zPaHPYpbY96LaL+eQtzc5Xy5RH9Y57yBp2L3Hunfdg9a7ng8HB32Xl7su4OP1+A+Kp9NReu5W8EvKvORLo10zbYdGS4QDvu9iTGtBc8ZSnnzfco9nlfxMS96GJs/zqfOXmD4I2OofpuIirovWYkpPs1+EVbJTSGUIQovmV8plc2OI50/pdY6lv9W1tevcTXur65put2tHB9oi0dvGdgGUcnBkTVk2uK6kaWqC0PLvfS+kLEuiKAIsOjuKPcqyJgxi0jRjcanLzs7OlDduuw4aSVEm1ka1bgmDHsbZpm2YJq0uODUIgTYNvV5MMtkhCALAtk6VUvYhhgBHaqpmBBhWVo7Qj2O2djZxXIebbr6RoihI8w26vZCqysnzinvuvs8C4WSDUg7JOMcRId3Qt5LD/Q5CGILAY5SNeeKJdY4ePco4HfHie1/IpY2LbCbr3HryNs6eOocWitFoxPHjxynLksXFRVyxxOnz7+fhj55jefEG4q6iaVt2dsbcdOPNVE2CUkAbsL29zeLiAITh9OnTDLodJkmJkhHbmxlh3J9eGxb/0Ol0Udrn9OmzLC+vcO7sOseP3cB4e8dazgpJWdoHz4XeEltbW7huOB93aC2mRj5QVjlVY7tOO9tjotCOQprK6g0I5FTcxl4rM5Cmq/ypeqL93toGS73zI+rCAjSL3HZpAKLQp65L/vsfPn0lu2cj9qvgn24Ve70q4k+GavqZjoMS5WGtTvfzTT+oot+7DjwVXHcllcHnAvf9MNfMQV2dw8rYXqtU7XN2Bm+rG6s/bkyL5zscWYzpxR6uAkfavyAO8CMfJEzyCVo2ZFWNES5BpDG6tEhlo+D/b+/+4+yq6zuPvz6ZyUwC+U0Qwg9BFKuoVTGLaH1YtuouUoQ+VlpRW6HVB6uuXd3abXHxgT+6tupu3ValZVlF1LWIv1qj4lIouP5akDyQ34gEiiYh4UcC+QlJJvPZP8439GaYyUwyd+7c+53X8/G4jzn3njPnfM7J/dz3PT9yJvub+74P9pXQbvaOcrif3UP9zBrog/5mL25goJ/IYfr6mz8du3toFtu2PcG2bY8ze6CPObMHOHjO3OYOepEMB+wcGmZW/xyYNUD0zWbuvIPYuXsXw8xi9/AcZg8EW7c9xtatm9m8eTO7d0P0zWbbE48zeNBgM13O4tGNG+mfPYvHdz7OLx94iN0MsvaBjWx8dBur165n59Awj27aziMbNzM0DJu3Ps627cNs3ryJx7fvYmhX84Xo4UfWsGXTEJl9T34B6os55f9i97F9+w7mDM5n107KKYgkmEVmMDgXdg8/wdy5A+zatYNZs4INmzYyeFA/Rz/9aWx4ZB3r163h0MPmsWv3BnL3XJYdeTAPb/glu3YOMTw0yJ0/ewD6FjBv8VJ+sXo9W3fs5v71D7Lxsa1s3LCV3QHzD55FX/YxZ3AhP7x+Jat/+ThzZi/kvvvvZcu2g1iz9p/Jvn4e3bKdiNnMzuCXa29j0ZLDOPkVyznmuCU875nHELvm8JITj2b9Aw/SH4voHxzmaYcs4elHHsGjG9dz6CHzOPxpC1k4/3AGBuYw7+BDWLjgUObTz+K5B3PUEU8jh4bZsWWI/ujnkMPmsn3XZhbMX8ysXZvZMdzP7tlD7Ngxm02PzmLHE8P8Yt2DbNg0xJZtjzUXUA4P8Nij29j02ONs3LCF3UOz2L1zBwcNDnD4oYcyd2CQBQcvYMn8xQzv2M1Af3PfgOhr/sjQ/AULGBgcZHd/MrhgLkMM8cSOHQwPDzNv3jx2bH+cXbvh4Ue2snMo2LxtM7Nmw5atW9m2/Ynpbdj9cCBX0e/P+fHJBPRkv2Tsz7UEres08vem6zqA1j321kAdudc7Wrju+TnaXnnrX7Ib6y+xtY7bc5Rgzzn5se5YONqefafPve/rNEzrNGNdbNca7nvuzT/yj+0cqK7dg4+Ih2nu3PHIdNfSQUtxfWs21et7TGYeOoXzb4uI2ALcPd11dJjv9bp1ZW93bcADRMTKXjjk2C6ub91m2vqOZSZuh5m2zq5vd+jaQ/SSJOnAGfCSJFWo2wP+kukuoMNc37rNtPUdy0zcDjNtnV3fLtDV5+AlSdKB6fY9eEmSdAAMeEmSKtSVAR8Rp0bE3RGxKiLOn+562iUiLo2IhyLi9pbXlkTE1RFxT/m5uLweEfHJsg1ujYgTp6/y/RcRR0fEdRFxZ0TcERHvLq9Xub4AETEnIn4SEbeUdf5Qef0ZEXFDWbcrImKgvD5Ynq8q44+dzvo7ocbenkl9DTOvt3u6r/f8UZVueQB9wL3AccAAcAtwwnTX1aZ1eyVwInB7y2sfB84vw+cDHyvDpwHfBQI4Gbhhuuvfz3VdBpxYhucDPwdOqHV9yzoEMK8MzwZuKOvyFeDs8vrFwDvK8DuBi8vw2cAV070OU7x9quztmdTXZR1mVG/3cl9P+8YbZWO+DLiq5fn7gPdNd11tXL9jR3wQ3A0sK8PLgLvL8P8E3jjadL34AL4JvGYGre9BwE3AS2nucNVfXn/y/Q1cBbysDPeX6WK6a5/CbVJtb8/Uvi7rMGN6u9f6uhsP0R8JrG55vqa8VqvDMnNdGV4PHFaGq9kO5RDVi2m++Va9vhHRFxE3Aw8BV9PssT6WmUNlktb1enKdy/hNwCGdrbijqvg3nqCq3+d7zJTe7tW+7saAn7Gy+cpX1f9bjIh5wNeB92Tm5tZxNa5vZu7OzBcBRwEnAc+Z5pI0zWp8n8PM6u1e7etuDPi1wNEtz48qr9XqwYhYBlB+PlRe7/ntEBGzaT4AvpSZ3ygvV7u+rTLzMeA6mkN3iyJiz98ubl2vJ9e5jF8IbOhwqZ1U1b/xOKp+n8/U3u61vu7GgL8ROL5coThAc5HCimmuaSqtAM4pw+fQnM/a8/pbyhWoJwObWg5/db2ICOCzwF2Z+YmWUVWuL0BEHBoRi8rwXJrzknfRfCCcVSYbuc57tsVZwLVlz6dWM6m3a36fz6je7um+nu6LFsa4kOE0misz7wUumO562rhelwPrgF0052zeSnNu5p+Ae4BrgCVl2gAuKtvgNmD5dNe/n+v6CppDdLcCN5fHabWub1mHXwV+Wtb5duDC8vpxwE+AVcBXgcHy+pzyfFUZf9x0r0MHtlF1vT2T+rqsw4zq7V7ua29VK0lShbrxEL0kSZokA16SpAoZ8JIkVciAlySpQga8JEkVMuAlSaqQAS9JUoUMeEmSKmTAS5JUIQNekqQKGfCSJFXIgJckqUIGvCRJFTLgJUmqkAEvSVKFDHhJkipkwEuSVCEDXpKkChnwkiRVyICXJKlCBrwkSRUy4CVJqpABL0lShQx4SZIqZMBLklQhA16SpAoZ8JIkVciAlySpQga8JEkVMuAlSaqQAS9JUoUMeEmSKmTAS5JUIQNekqQKGfCSJFXIgJckqUIGvCRJFTLgJUmqkAEvSVKFDHhJkipkwEuSVCEDXpKkChnwkiRVyICXJKlCBrwkSRUy4CVJqpABL0lShQx4SZIqZMBLklQhA16SpAoZ8JIkVciAlySpQga8JEkVMuAlSaqQAS9JUoUMeEmSKmTAS5JUIQNekqQKGfCSJFXIgJckqUIGvCRJFTLgJUmqkAEvSVKFDHhJkipkwEuSVCEDXpKkChnwkiRVyIDvARFxR0Sc0o5pI+K7EXHOBOd1f0S8emJVTsxUzFPqdr3yvo+IcyPih90+T01M/3QXoPFl5vMOZNqI+CDwrMz83Zbxr21vdZKkbuQevHpCRPhlVBohIvqmu4apEg0zahLceD2g9fBeRHwwIr4SEV+IiC3lkPzykdNGxKnAfwHeEBFbI+KWMv57EfG2MvzMiLg2IjZExCMR8aWIWDTBmuZGxF9GxC8iYlNE/DAi5pZxZ5S6HivLe+4Y8xiMiL+KiAfK468iYrCMOyUi1kTEn0bEeuBzEbE0Ir5d5rsxIn7gB4B6TUTMiojzI+Le0ntfiYglLeO/GhHrS199PyJaj8pdFhF/GxFXRsQ24F+X1y6KiO+Uz4QbIuKZLb/znIi4uvTM3RHxOy3jDomIFRGxOSJ+Ajz5e2PU/oqI+HHpwdURcW55fWH5THq4fCa8f6zejIiXR8SNZf1ujIiXt4z7XkR8JCJ+BGwHjiuH+O8r6/bPEfHm/d7oM5Qfjr3pDODLwCJgBfDpkRNk5v8B/hy4IjPnZeYLR5lPAH8BHAE8Fzga+OAEa/jvwEuAlwNLgD8BhiPi2cDlwHuAQ4ErgW9FxMAo87gAOBl4EfBC4CTg/S3jDy/zPgY4D3gvsKbM9zCaLzA5wXqlbvGHwG8Bv07Te48CF7WM/y5wPPA04CbgSyN+/03AR4D5wJ5z22cDHwIWA6vKeCLiYOBq4O/K/M4G/iYiTii/dxHwBLAM+IPyGFVEHFNq+xRND74IuLmM/hSwEDiurNdbgN8fZR5LgO8AnwQOAT4BfCciDmmZ7Pdo+n0+8HCZ9rWZOZ/m8+ZmNCEGfG/6YWZemZm7gS/ShON+y8xVmXl1Zu7IzIdpmu3Xx/u98s38D4B3Z+bazNydmT/OzB3AG4DvlPnuovkiMJemMUd6M/DhzHyoLP9DNM29xzDwgVLf48Aumg+iYzJzV2b+IDMNePWatwMXZOaa0jMfBM7acxoqMy/NzC0t414YEQtbfv+bmfmjzBzOzCfKa3+fmT/JzCGaLwQvKq+fDtyfmZ/LzKHM/CnwdeC3y+H91wMXZua2zLwd+Pw+6n4TcE1mXl76b0Nm3lzmczbwvlL3/cBfsncv7/GbwD2Z+cVSz+XAz4DXtUxzWWbeUdZliOZz4PkRMTcz12XmHeNsXxUGfG9a3zK8HZhzIOeoI+KwiPhyRKyNiM3A/waWTuBXlwJzgHtHGXcE8Is9TzJzGFgNHDnetGX4iJbnD7d8gAH8N5q9k38sh+zOn0CtUrc5Bvj7cpj7MeAuYDdwWET0RcRHy+H7zcD95Xda+3L1KPMc+Zkwr2VZL92zrLK8N9McHTuU5kLr1vm19uNIRzN6zy8FZvPUXp5Iz4827ZP1ZOY2mp2GtwPrymmI5+yjRrUw4Os23t7tn5dpXpCZC4DfpTlsP55HaA7rjXa+7gGaDxWguVCG5oNh7XjTAk8vr+2xV/1l7+C9mXkczWmKP4qIV02gXqmbrKY55Lyo5TEnM9fS7CWfCbya5pD3seV3Wvtyf45arQb+74hlzcvMd9Ac/h6i6c89nj7OvEbr+Udojq6N7OWJ9Pxo047s+6sy8zU0R+9+BvyvfdSoFgZ83R4Ejt3HhWjzga3Apog4EvjPE5lp2Su/FPhERBxR9jpeVi6Q+wrwmxHxqoiYTXPefAfw41FmdTnw/og4NCKWAhfSHEUYVUScHhHPKl8aNtHs9QxPpGapi1wMfKSc06a8/88s4+bT9MsG4CCaL+GT8W3g2RHxexExuzz+VUQ8t5zi+wbwwYg4qJyX39c9Mr4EvDoifici+ssFei8q8/lKWaf5Zb3+iNF7+cpSz5vKPN4AnFDqfIpylPHMci3BDprPK3t+ggz4un21/NwQETeNMv5DwIk0YfkdmmafqD8GbgNuBDYCHwNmZebdNEcCPkXzzf51wOsyc+co8/ivwErg1jKvm8prYzkeuIamyf8f8DeZed1+1Cx1g7+muTj2HyNiC3A98NIy7gs0h6zXAneWcQcsM7cA/4bmHPkDNIfyPwYMlkneRXM4fz1wGfC5fczrl8BpNF/aN9Jc7Lbn+p8/BLYB99Fc+Pd3NDsBI+exgea6gPfSfIn5E+D0zHxkjMXOovmy8EBZ5q8D7xhvvdUIr1GSJKk+7sFLklShSQV8RCwpN1C4p/xcPMZ0uyPi5vJYMZllSpp69rbU+yZ1iD4iPg5szMyPlv+ytDgz/3SU6bZm5rynzkFSN7K3pd432YC/GzglM9dFxDLge5n5K6NM54eA1EPsban3TTbgH8vMRWU4gEf3PB8x3RDNFZdDwEcz8x/GmN95NLcopK9/1kvmLZxzwLXVZtvmJ8afaAYZnDs4/kQzzLbNjz+SmYe2Y172dufY23uzt5/qQHt73LufRcQ1NHc9GumC1ieZmREx1reFYzJzbUQcB1wbEbdl5lPuiJSZlwCXACxaenCe8roTRk4yY91wzV3TXUJXeebznj3dJXSdH131033dhewp7O3uYG/vzd5+qv3t7T3GDfjMfPVY4yLiwYhY1nIY76Ex5rG2/LwvIr4HvJjRb3koqUPsbaluk/1vciv4lzsfnQN8c+QEEbE4/uVPgC4Ffo3mBg6Supe9LfW4yQb8R4HXRMQ9NPdO/ihARCyPiM+UaZ4LrIzm75FfR3Oezg8BqbvZ21KP2++/QNaq3HbwKX/sIzNXAm8rwz8GXjCZ5UjqLHtb6n3eyU6SpAoZ8JIkVciAlySpQga8JEkVMuAlSaqQAS9JUoUMeEmSKmTAS5JUIQNekqQKGfCSJFXIgJckqUIGvCRJFTLgJUmqkAEvSVKFDHhJkipkwEuSVCEDXpKkChnwkiRVyICXJKlCBrwkSRUy4CVJqpABL0lShQx4SZIqZMBLklQhA16SpAq1JeAj4tSIuDsiVkXE+aOMH4yIK8r4GyLi2HYsV9LUsrel3jXpgI+IPuAi4LXACcAbI+KEEZO9FXg0M58F/A/gY5NdrqSpZW9Lva0de/AnAasy877M3Al8GThzxDRnAp8vw18DXhUR0YZlS5o69rbUw9oR8EcCq1uerymvjTpNZg4Bm4BD2rBsSVPH3pZ6WFddZBcR50XEyohYufOJoekuR1Kb2NtS57Uj4NcCR7c8P6q8Nuo0EdEPLAQ2jJxRZl6Smcszc/nAnP42lCZpEuxtqYe1I+BvBI6PiGdExABwNrBixDQrgHPK8FnAtZmZbVi2pKljb0s9bNJfpTNzKCLeBVwF9AGXZuYdEfFhYGVmrgA+C3wxIlYBG2k+KCR1MXtb6m1tOVaWmVcCV4547cKW4SeA327HsiR1jr0t9a6uushOkiS1hwEvSVKFDHhJkipkwEuSVCEDXpKkChnwkiRVyICXJKlCBrwkSRUy4CVJqpABL0lShQx4SZIqZMBLklQhA16SpAoZ8JIkVciAlySpQga8JEkVMuAlSaqQAS9JUoUMeEmSKmTAS5JUIQNekqQKGfCSJFXIgJckqUIGvCRJFTLgJUmqUFsCPiJOjYi7I2JVRJw/yvhzI+LhiLi5PN7WjuVKmlr2ttS7+ic7g4joAy4CXgOsAW6MiBWZeeeISa/IzHdNdnmSOsPelnpbO/bgTwJWZeZ9mbkT+DJwZhvmK2l62dtSD5v0HjxwJLC65fka4KWjTPf6iHgl8HPgP2Xm6lGmedKCxUfyG//uz9pQXh0+9MkXTHcJXaVveNF0l9B1XrBoXrtnOSW9vXDhYfzb09/bvip73Nlvnj/dJXSV+Qe1/X3c806/6pQD+r1OXWT3LeDYzPxV4Grg86NNFBHnRcTKiFi5ddOmDpUmaRL2v7c3b+logdJM1Y6AXwsc3fL8qPLakzJzQ2buKE8/A7xktBll5tfraBQAAAfdSURBVCWZuTwzl89buLANpUmahKnp7QXusUqd0I6AvxE4PiKeEREDwNnAitYJImJZy9MzgLvasFxJU8velnrYpM/BZ+ZQRLwLuAroAy7NzDsi4sPAysxcAfzHiDgDGAI2AudOdrmSppa9LfW2dlxkR2ZeCVw54rULW4bfB7yvHcuS1Dn2ttS7vJOdJEkVMuAlSaqQAS9JUoUMeEmSKmTAS5JUIQNekqQKGfCSJFXIgJckqUIGvCRJFTLgJUmqkAEvSVKFDHhJkipkwEuSVCEDXpKkChnwkiRVyICXJKlCBrwkSRUy4CVJqpABL0lShQx4SZIqZMBLklQhA16SpAoZ8JIkVciAlySpQga8JEkVMuAlSapQWwI+Ii6NiIci4vYxxkdEfDIiVkXErRFxYjuWK2nq2NdSb2vXHvxlwKn7GP9a4PjyOA/42zYtV9LUuQz7WupZbQn4zPw+sHEfk5wJfCEb1wOLImJZO5YtaWrY11Jv69Q5+COB1S3P15TX9hIR50XEyohYuXXTpg6VJukATaivYURvb97SkeKkma6rLrLLzEsyc3lmLp+3cOF0lyOpTfbq7QXzp7scaUboVMCvBY5ueX5UeU1S77KvpS7WqYBfAbylXHV7MrApM9d1aNmSpoZ9LXWx/nbMJCIuB04BlkbEGuADwGyAzLwYuBI4DVgFbAd+vx3LlTR17Gupt7Ul4DPzjeOMT+A/tGNZkjrDvpZ6W1ddZCdJktrDgJckqUIGvCRJFTLgJUmqkAEvSVKFDHhJkipkwEuSVCEDXpKkChnwkiRVyICXJKlCBrwkSRUy4CVJqpABL0lShQx4SZIqZMBLklQhA16SpAoZ8JIkVciAlySpQga8JEkVMuAlSaqQAS9JUoUMeEmSKmTAS5JUIQNekqQKGfCSJFWoLQEfEZdGxEMRcfsY40+JiE0RcXN5XNiO5UqaOva11Nv62zSfy4BPA1/YxzQ/yMzT27Q8SVPvMuxrqWe1ZQ8+M78PbGzHvCR1B/ta6m3t2oOfiJdFxC3AA8AfZ+YdIyeIiPOA88rTHe8+47WjHhqcBkuBR6a7CKxjJOvY269MwzLH7Wt4am+/86w3dkNvd8u/m3XsrVvqgO6p5YB6OzKzLUuPiGOBb2fm80cZtwAYzsytEXEa8NeZefw481uZmcvbUtwkdUst1mEdna6j3X09VXUeCOuwjvF0Sy0HWkdHrqLPzM2ZubUMXwnMjoilnVi2pKlhX0vdrSMBHxGHR0SU4ZPKcjd0YtmSpoZ9LXW3tpyDj4jLgVOApRGxBvgAMBsgMy8GzgLeERFDwOPA2Tn+uYFL2lFbm3RLLdaxN+vYW1vrmKK+bnudk2Ade7OOp+qWWg6ojradg5ckSd3DO9lJklQhA16SpAp1TcBHxJKIuDoi7ik/F48x3e6WW2OuaOPyT42IuyNiVUScP8r4wYi4ooy/ofz3obabQB3nRsTDLdvgbVNUx3i3KY2I+GSp89aIOHGa6ujI7VIj4uiIuC4i7oyIOyLi3aNMM+XbZIJ1dNUtZO3tCddhb+89fsrfx9X3dWZ2xQP4OHB+GT4f+NgY022dgmX3AfcCxwEDwC3ACSOmeSdwcRk+G7himuo4F/h0B/49XgmcCNw+xvjTgO8CAZwM3DBNdZxC8/+0p3p7LANOLMPzgZ+P8m8z5dtkgnV0ZJvsR832tr19IHVM+fu49r7umj144Ezg82X488BvdXDZJwGrMvO+zNwJfLnUM1Z9XwNeFdH8F6EO19EROf5tSs8EvpCN64FFEbFsGuroiMxcl5k3leEtwF3AkSMmm/JtMsE6uo29bW8fSB1Trva+7qaAPywz15Xh9cBhY0w3JyJWRsT1EdGuD4ojgdUtz9fw1I375DSZOQRsAg5p0/L3pw6A15dDRV+LiKPbXMNETbTWTnhZRNwSEd+NiOdN9cLKIdwXAzeMGNXRbbKPOqDD22Qc9ra9faA69j6usa87eS96IuIa4PBRRl3Q+iQzMyLG+v97x2Tm2og4Drg2Im7LzHvbXWsX+xZweWbuiIh/T7Pn8RvTXNN0uonmPbHndqn/AIx7u9QDFRHzgK8D78nMzVO1nEnW0dFtUuqxtyfP3t5bx97HtfZ1R/fgM/PVmfn8UR7fBB7cc9ij/HxojHmsLT/vA75H801nstYCrd+WjyqvjTpNRPQDC2n/XbvGrSMzN2TmjvL0M8BL2lzDRE1km0257ODtUiNiNk3zfSkzvzHKJB3ZJuPV0clt0rJMe3uSddjbe+vU+7jmvu6mQ/QrgHPK8DnAN0dOEBGLI2KwDC8Ffg24sw3LvhE4PiKeEREDNBfajLyKt7W+s4Brs1z50Ebj1jHi3M8ZNOdqpsMK4C3lCtOTgU0th2E7Jjp0u9SyjM8Cd2XmJ8aYbMq3yUTq6NQ22Q/2tr293zrxPq6+r8e6+q7TD5pzXv8E3ANcAywpry8HPlOGXw7cRnMF6m3AW9u4/NNorly8F7igvPZh4IwyPAf4KrAK+Alw3BRth/Hq+AvgjrINrgOeM0V1XA6sA3bRnHN6K/B24O1lfAAXlTpvA5ZPUx3vatke1wMvn6I6XgEkcCtwc3mc1ultMsE6OrJN9qNme3tiddjbHX4f197X3qpWkqQKddMhekmS1CYGvCRJFTLgJUmqkAEvSVKFDHhJkipkwEuSVCEDXpKkCv1/u4tBHGpUJbMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from minisom import MiniSom\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# read the image\n",
    "img = plt.imread('tree.jpg')\n",
    "\n",
    "# reshaping the pixels matrix\n",
    "pixels = np.reshape(img, (img.shape[0]*img.shape[1], 3)) / 255.\n",
    "\n",
    "# SOM initialization and training\n",
    "print('training...')\n",
    "som = MiniSom(2, 3, 3, sigma=1.,\n",
    "              learning_rate=0.2, neighborhood_function='bubble')  # 3x3 = 9 final colors\n",
    "som.random_weights_init(pixels)\n",
    "starting_weights = som.get_weights().copy()  # saving the starting weights\n",
    "som.train(pixels, 10000, random_order=True, verbose=True)\n",
    "\n",
    "print('quantization...')\n",
    "qnt = som.quantization(pixels)  # quantize each pixels of the image\n",
    "print('building new image...')\n",
    "clustered = np.zeros(img.shape)\n",
    "for i, q in enumerate(qnt):  # place the quantized values into a new image\n",
    "    clustered[np.unravel_index(i, dims=(img.shape[0], img.shape[1]))] = q\n",
    "print('done.')\n",
    "\n",
    "# show the result\n",
    "plt.figure(figsize=(7, 7))\n",
    "plt.figure(1)\n",
    "plt.subplot(221)\n",
    "plt.title('original')\n",
    "plt.imshow(img)\n",
    "plt.subplot(222)\n",
    "plt.title('result')\n",
    "plt.imshow(clustered)\n",
    "\n",
    "plt.subplot(223)\n",
    "plt.title('initial colors')\n",
    "plt.imshow(starting_weights, interpolation='none')\n",
    "plt.subplot(224)\n",
    "plt.title('learned colors')\n",
    "plt.imshow(som.get_weights(), interpolation='none')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('resulting_images/som_color_quantization.png')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
